{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T08:41:47Z","timestamp":1774428107559,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":194,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,6,11]],"date-time":"2022-06-11T00:00:00Z","timestamp":1654905600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100003816","name":"Huawei Technologies","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100003816","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100006785","name":"Google","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100006785","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100002418","name":"Intel Corporation","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100002418","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000028","name":"Semiconductor Research Corporation","doi-asserted-by":"publisher","award":["AIHW 2946.001"],"award-info":[{"award-number":["AIHW 2946.001"]}],"id":[{"id":"10.13039\/100000028","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100006112","name":"Microsoft Research","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100006112","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100016682","name":"VMware","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100016682","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100014121","name":"Xilinx","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100014121","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,6,18]]},"DOI":"10.1145\/3470496.3527442","type":"proceedings-article","created":{"date-parts":[[2022,5,31]],"date-time":"2022-05-31T19:06:01Z","timestamp":1654023961000},"page":"320-336","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":34,"title":["Sibyl"],"prefix":"10.1145","author":[{"given":"Gagandeep","family":"Singh","sequence":"first","affiliation":[{"name":"ETH Z\u00fcrich"}]},{"given":"Rakesh","family":"Nadig","sequence":"additional","affiliation":[{"name":"ETH Z\u00fcrich"}]},{"given":"Jisung","family":"Park","sequence":"additional","affiliation":[{"name":"ETH Z\u00fcrich"}]},{"given":"Rahul","family":"Bera","sequence":"additional","affiliation":[{"name":"ETH Z\u00fcrich"}]},{"given":"Nastaran","family":"Hajinazar","sequence":"additional","affiliation":[{"name":"ETH Z\u00fcrich"}]},{"given":"David","family":"Novo","sequence":"additional","affiliation":[{"name":"Univ. Montpellier"}]},{"given":"Juan","family":"G\u00f3mez-Luna","sequence":"additional","affiliation":[{"name":"ETH Z\u00fcrich"}]},{"given":"Sander","family":"Stuijk","sequence":"additional","affiliation":[{"name":"Eindhoven University of Technology"}]},{"given":"Henk","family":"Corporaal","sequence":"additional","affiliation":[{"name":"Eindhoven University of Technology"}]},{"given":"Onur","family":"Mutlu","sequence":"additional","affiliation":[{"name":"ETH Z\u00fcrich"}]}],"member":"320","published-online":{"date-parts":[[2022,6,11]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"A Case for Efficient Hardware\/Software Cooperative Management of Storage and Memory,\" in WEED","author":"Meza J.","year":"2013","unstructured":"J. Meza , Y. Luo , S. Khan , J. Zhao , Y. Xie , and O. Mutlu , \" A Case for Efficient Hardware\/Software Cooperative Management of Storage and Memory,\" in WEED , 2013 . J. Meza, Y. Luo, S. Khan, J. Zhao, Y. Xie, and O. Mutlu, \"A Case for Efficient Hardware\/Software Cooperative Management of Storage and Memory,\" in WEED, 2013."},{"key":"e_1_3_2_1_2_1","volume-title":"Exploring Storage Class Memory with Key Value Stores,\" in SOSP","author":"Bailey K. A.","year":"2013","unstructured":"K. A. Bailey , P. Hornyack , L. Ceze , S. D. Gribble , and H. M. Levy , \" Exploring Storage Class Memory with Key Value Stores,\" in SOSP , 2013 . K. A. Bailey, P. Hornyack, L. Ceze, S. D. Gribble, and H. M. Levy, \"Exploring Storage Class Memory with Key Value Stores,\" in SOSP, 2013."},{"key":"e_1_3_2_1_3_1","volume-title":"Accelerating Enterprise Solid-State Disks With Non-Volatile Merge Caching,\" in IGSC","author":"Smullen C. W.","year":"2010","unstructured":"C. W. Smullen , J. Coffman , and S. Gurumurthi , \" Accelerating Enterprise Solid-State Disks With Non-Volatile Merge Caching,\" in IGSC , 2010 . C. W. Smullen, J. Coffman, and S. Gurumurthi, \"Accelerating Enterprise Solid-State Disks With Non-Volatile Merge Caching,\" in IGSC, 2010."},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"crossref","unstructured":"N. Lu I.-S. Choi S.-H. Ko and S.-D. Kim \"A PRAM Based Block Updating Management for Hybrid Solid State Disk \" in ELEX 2012.  N. Lu I.-S. Choi S.-H. Ko and S.-D. Kim \"A PRAM Based Block Updating Management for Hybrid Solid State Disk \" in ELEX 2012.","DOI":"10.1587\/elex.9.320"},{"key":"e_1_3_2_1_5_1","volume-title":"A Hybrid Non-Volatile Cache Design for Solid-State Drives Using Comprehensive I\/O Characterization,\" in TC","author":"Tarihi M.","year":"2015","unstructured":"M. Tarihi , H. Asadi , A. Haghdoost , M. Arjomand , and H. Sarbazi-Azad , \" A Hybrid Non-Volatile Cache Design for Solid-State Drives Using Comprehensive I\/O Characterization,\" in TC , 2015 . M.Tarihi, H. Asadi, A. Haghdoost, M. Arjomand, and H. Sarbazi-Azad, \"A Hybrid Non-Volatile Cache Design for Solid-State Drives Using Comprehensive I\/O Characterization,\" in TC, 2015."},{"key":"e_1_3_2_1_6_1","volume-title":"HS-BAS: A Hybrid Storage System Based on Band Awareness of Shingled Write Disk,\" in ICCD","author":"Xiao W.","year":"2016","unstructured":"W. Xiao , H. Dong , L. Ma , Z. Liu , and Q. Zhang , \" HS-BAS: A Hybrid Storage System Based on Band Awareness of Shingled Write Disk,\" in ICCD , 2016 . W. Xiao, H. Dong, L. Ma, Z. Liu, and Q. Zhang, \"HS-BAS: A Hybrid Storage System Based on Band Awareness of Shingled Write Disk,\" in ICCD, 2016."},{"key":"e_1_3_2_1_7_1","volume-title":"Cheaper, but Faster: SSD-SMR Hybrid Storage Boosted by a New SMR-Oriented Cache Framework,\" in MSST","author":"Wang C.","year":"2017","unstructured":"C. Wang , D. Wang , Y. Chai , C. Wang , and D. Sun , \" Larger , Cheaper, but Faster: SSD-SMR Hybrid Storage Boosted by a New SMR-Oriented Cache Framework,\" in MSST , 2017 . C. Wang, D. Wang, Y. Chai, C. Wang, and D. Sun, \"Larger, Cheaper, but Faster: SSD-SMR Hybrid Storage Boosted by a New SMR-Oriented Cache Framework,\" in MSST, 2017."},{"key":"e_1_3_2_1_8_1","volume-title":"Design and Implementation of Hybrid Shingled Recording RAID System,\" in PiCom","author":"Lu Z.-W.","year":"2016","unstructured":"Z.-W. Lu and G. Zhou , \" Design and Implementation of Hybrid Shingled Recording RAID System,\" in PiCom , 2016 . Z.-W. Lu and G. Zhou, \"Design and Implementation of Hybrid Shingled Recording RAID System,\" in PiCom, 2016."},{"key":"e_1_3_2_1_9_1","volume-title":"Design and Implementation of a Hybrid Shingled Write Disk System,\" in TPDS","author":"Luo D.","year":"2015","unstructured":"D. Luo , J. Wan , Y. Zhu , N. Zhao , F. Li , and C. Xie , \" Design and Implementation of a Hybrid Shingled Write Disk System,\" in TPDS , 2015 . D. Luo, J. Wan, Y. Zhu, N. Zhao, F. Li, and C. Xie, \"Design and Implementation of a Hybrid Shingled Write Disk System,\" in TPDS, 2015."},{"key":"e_1_3_2_1_10_1","volume-title":"Flashcache,\" in Facebook","author":"Srinivasan M.","year":"2010","unstructured":"M. Srinivasan , P. Saab , and V. Tkachenko , \" Flashcache,\" in Facebook , 2010 . M. Srinivasan, P. Saab, and V. Tkachenko, \"Flashcache,\" in Facebook, 2010."},{"key":"e_1_3_2_1_11_1","volume-title":"Breaking the 15K-rpm HDD Performance Barrier with Solid State Hybrid Drives,\" in IDC","author":"Reinsel D.","year":"2013","unstructured":"D. Reinsel and J. Rydning , \" Breaking the 15K-rpm HDD Performance Barrier with Solid State Hybrid Drives,\" in IDC , 2013 . D. Reinsel and J. Rydning, \"Breaking the 15K-rpm HDD Performance Barrier with Solid State Hybrid Drives,\" in IDC, 2013."},{"key":"e_1_3_2_1_12_1","volume-title":"Mining-Based File Caching in a Hybrid Storage System,\" in JISE","author":"Lee S.","year":"2014","unstructured":"S. Lee , Y. Won , and S. Hong , \" Mining-Based File Caching in a Hybrid Storage System,\" in JISE , 2014 . S. Lee, Y. Won, and S. Hong, \"Mining-Based File Caching in a Hybrid Storage System,\" in JISE, 2014."},{"key":"e_1_3_2_1_13_1","volume-title":"Reliability-Aware Energy Management for Hybrid Storage Systems,\" in MSST","author":"Felter W.","year":"2011","unstructured":"W. Felter , A. Hylick , and J. Carter , \" Reliability-Aware Energy Management for Hybrid Storage Systems,\" in MSST , 2011 . W. Felter, A. Hylick, and J. Carter, \"Reliability-Aware Energy Management for Hybrid Storage Systems,\" in MSST, 2011."},{"key":"e_1_3_2_1_14_1","volume-title":"The Optimization of the Hierarchical Storage System Based on the Hybrid SSD Technology,\" in ISDEA","author":"Bu K.","year":"2012","unstructured":"K. Bu , M. Wang , H. Nie , W. Huang , and B. Li , \" The Optimization of the Hierarchical Storage System Based on the Hybrid SSD Technology,\" in ISDEA , 2012 . K. Bu, M. Wang, H. Nie, W. Huang, and B. Li, \"The Optimization of the Hierarchical Storage System Based on the Hybrid SSD Technology,\" in ISDEA, 2012."},{"key":"e_1_3_2_1_15_1","volume-title":"SSD Bufferpool Extensions for Database Systems,\" in VLDB","author":"Canim M.","year":"2010","unstructured":"M. Canim , G. A. Mihaila , B. Bhattacharjee , K. A. Ross , and C. A. Lang , \" SSD Bufferpool Extensions for Database Systems,\" in VLDB , 2010 . M. Canim, G. A. Mihaila, B. Bhattacharjee, K. A. Ross, and C. A. Lang, \"SSD Bufferpool Extensions for Database Systems,\" in VLDB, 2010."},{"key":"e_1_3_2_1_16_1","volume-title":"Reducing Hybrid Disk Write Latency with Flash-Backed I\/O Requests,\" in MASCOTS","author":"Bisson T.","year":"2007","unstructured":"T. Bisson and S. A. Brandt , \" Reducing Hybrid Disk Write Latency with Flash-Backed I\/O Requests,\" in MASCOTS , 2007 . T. Bisson and S. A. Brandt, \"Reducing Hybrid Disk Write Latency with Flash-Backed I\/O Requests,\" in MASCOTS, 2007."},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/2168836.2168863"},{"key":"e_1_3_2_1_18_1","volume-title":"On Efficient Hierarchical Storage for Big Data Processing,\" in CCGrid","author":"Krish K.","year":"2016","unstructured":"K. Krish , B. Wadhwa , M. S. Iqbal , M. M. Rafique , and A. R. Butt , \" On Efficient Hierarchical Storage for Big Data Processing,\" in CCGrid , 2016 . K. Krish, B. Wadhwa, M. S. Iqbal, M. M. Rafique, and A. R. Butt, \"On Efficient Hierarchical Storage for Big Data Processing,\" in CCGrid, 2016."},{"key":"e_1_3_2_1_19_1","volume-title":"Towards Cost-Effective and High-Performance Caching Middleware for Distributed Systems,\" in IJBDI","author":"Zhao D.","year":"2016","unstructured":"D. Zhao , K. Qiao , and I. Raicu , \" Towards Cost-Effective and High-Performance Caching Middleware for Distributed Systems,\" in IJBDI , 2016 . D. Zhao, K. Qiao, and I. Raicu, \"Towards Cost-Effective and High-Performance Caching Middleware for Distributed Systems,\" in IJBDI, 2016."},{"key":"e_1_3_2_1_20_1","volume-title":"Hot Random Off-Loading: A Hybrid Storage System with Dynamic Data Migration,\" in MASCOTS","author":"Lin L.","year":"2011","unstructured":"L. Lin , Y. Zhu , J. Yue , Z. Cai , and B. Segee , \" Hot Random Off-Loading: A Hybrid Storage System with Dynamic Data Migration,\" in MASCOTS , 2011 . L. Lin, Y. Zhu, J. Yue, Z. Cai, and B. Segee, \"Hot Random Off-Loading: A Hybrid Storage System with Dynamic Data Migration,\" in MASCOTS, 2011."},{"key":"e_1_3_2_1_21_1","volume-title":"A Duplication-Aware SSD-Based Cache Architecture for Primary Storage in Virtualization Environment,\" in ISJ","author":"Chen X.","year":"2015","unstructured":"X. Chen , W. Chen , Z. Lu , P. Long , S. Yang , and Z. Wang , \" A Duplication-Aware SSD-Based Cache Architecture for Primary Storage in Virtualization Environment,\" in ISJ , 2015 . X. Chen, W. Chen, Z. Lu, P. Long, S. Yang, and Z. Wang, \"A Duplication-Aware SSD-Based Cache Architecture for Primary Storage in Virtualization Environment,\" in ISJ, 2015."},{"key":"e_1_3_2_1_22_1","volume-title":"Hybrid Storage Systems: A Survey of Architectures and Algorithms,\" in IEEE Access","author":"Niu J.","year":"2018","unstructured":"J. Niu , J. Xu , and L. Xie , \" Hybrid Storage Systems: A Survey of Architectures and Algorithms,\" in IEEE Access , 2018 . J. Niu, J. Xu, and L. Xie, \"Hybrid Storage Systems: A Survey of Architectures and Algorithms,\" in IEEE Access, 2018."},{"key":"e_1_3_2_1_23_1","volume-title":"Enabling Cost-Effective Flash Based Caching with an Array of Commodity SSDs,\" in Middleware","author":"Oh Y.","year":"2015","unstructured":"Y. Oh , E. Lee , C. Hyun , J. Choi , D. Lee , and S. H. Noh , \" Enabling Cost-Effective Flash Based Caching with an Array of Commodity SSDs,\" in Middleware , 2015 . Y. Oh, E. Lee, C. Hyun, J. Choi, D. Lee, and S. H. Noh, \"Enabling Cost-Effective Flash Based Caching with an Array of Commodity SSDs,\" in Middleware, 2015."},{"key":"e_1_3_2_1_24_1","volume-title":"High-Performance SSD-Based Hybrid Storage Cache,\" in CLUSTER","author":"Liu Y.","year":"2013","unstructured":"Y. Liu , X. Ge , X. Huang , and D. H. Du , \" MOLAR: A Cost-Efficient , High-Performance SSD-Based Hybrid Storage Cache,\" in CLUSTER , 2013 . Y. Liu, X. Ge, X. Huang, and D. H. Du, \"MOLAR: A Cost-Efficient, High-Performance SSD-Based Hybrid Storage Cache,\" in CLUSTER, 2013."},{"key":"e_1_3_2_1_25_1","volume-title":"SLA-Aware Data Migration in a Shared Hybrid Storage Cluster,\" in CC","author":"Tai J.","year":"2015","unstructured":"J. Tai , B. Sheng , Y. Yao , and N. Mi , \" SLA-Aware Data Migration in a Shared Hybrid Storage Cluster,\" in CC , 2015 . J. Tai, B. Sheng, Y. Yao, and N. Mi, \"SLA-Aware Data Migration in a Shared Hybrid Storage Cluster,\" in CC, 2015."},{"key":"e_1_3_2_1_26_1","volume-title":"Improving Flash-Based Disk Cache with Lazy Adaptive Replacement,\" in TOS","author":"Huang S.","year":"2016","unstructured":"S. Huang , Q. Wei , D. Feng , J. Chen , and C. Chen , \" Improving Flash-Based Disk Cache with Lazy Adaptive Replacement,\" in TOS , 2016 . S. Huang, Q. Wei, D. Feng, J. Chen, and C. Chen, \"Improving Flash-Based Disk Cache with Lazy Adaptive Replacement,\" in TOS, 2016."},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/1176760.1176774"},{"key":"e_1_3_2_1_28_1","volume-title":"Improving NAND Flash Based Disk Caches,\" in ISCA","author":"Kgil T.","year":"2008","unstructured":"T. Kgil , D. Roberts , and T. Mudge , \" Improving NAND Flash Based Disk Caches,\" in ISCA , 2008 . T. Kgil, D. Roberts, and T. Mudge, \"Improving NAND Flash Based Disk Caches,\" in ISCA, 2008."},{"key":"e_1_3_2_1_29_1","volume-title":"Caching Less For Better Performance: Balancing Cache Size and Update Cost of Flash Memory Cache in Hybrid Storage Systems,\" in FAST","author":"Oh Y.","year":"2012","unstructured":"Y. Oh , J. Choi , D. Lee , and S. H. Noh , \" Caching Less For Better Performance: Balancing Cache Size and Update Cost of Flash Memory Cache in Hybrid Storage Systems,\" in FAST , 2012 . Y. Oh, J. Choi, D. Lee, and S. H. Noh, \"Caching Less For Better Performance: Balancing Cache Size and Update Cost of Flash Memory Cache in Hybrid Storage Systems,\" in FAST, 2012."},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/2485732.2485743"},{"key":"e_1_3_2_1_31_1","volume-title":"EDM: An Endurance-Aware Data Migration Scheme for Load Balancing in SSD Storage Clusters,\" in IPDPS","author":"Ou J.","year":"2014","unstructured":"J. Ou , J. Shu , Y. Lu , L. Yi , and W. Wang , \" EDM: An Endurance-Aware Data Migration Scheme for Load Balancing in SSD Storage Clusters,\" in IPDPS , 2014 . J. Ou, J. Shu, Y. Lu, L. Yi, and W. Wang, \"EDM: An Endurance-Aware Data Migration Scheme for Load Balancing in SSD Storage Clusters,\" in IPDPS, 2014."},{"key":"e_1_3_2_1_32_1","volume-title":"Cache Everywhere, Flushing All Hits Down the Sink: On Exclusivity in Multilevel, Hybrid Caches,\" in MSST","author":"Appuswamy R.","year":"2013","unstructured":"R. Appuswamy , D. C. van Moolenbroek , and A. S. Tanenbaum , \" Cache , Cache Everywhere, Flushing All Hits Down the Sink: On Exclusivity in Multilevel, Hybrid Caches,\" in MSST , 2013 . R. Appuswamy, D. C. van Moolenbroek, and A. S. Tanenbaum, \"Cache, Cache Everywhere, Flushing All Hits Down the Sink: On Exclusivity in Multilevel, Hybrid Caches,\" in MSST, 2013."},{"key":"e_1_3_2_1_33_1","volume-title":"AMC: An Adaptive Multi-Level Cache Algorithm in Hybrid Storage Systems,\" in CCPE","author":"Cheng Y.","year":"2015","unstructured":"Y. Cheng , W. Chen , Z. Wang , X. Yu , and Y. Xiang , \" AMC: An Adaptive Multi-Level Cache Algorithm in Hybrid Storage Systems,\" in CCPE , 2015 . Y. Cheng, W. Chen, Z. Wang, X. Yu, and Y. Xiang, \"AMC: An Adaptive Multi-Level Cache Algorithm in Hybrid Storage Systems,\" in CCPE, 2015."},{"key":"e_1_3_2_1_34_1","volume-title":"WEC: Improving Durability of SSD Cache Drives by Caching Write-Efficient Data,\" in TC","author":"Chai Y.","year":"2015","unstructured":"Y. Chai , Z. Du , X. Qin , and D. A. Bader , \" WEC: Improving Durability of SSD Cache Drives by Caching Write-Efficient Data,\" in TC , 2015 . Y. Chai, Z. Du, X. Qin, and D. A. Bader, \"WEC: Improving Durability of SSD Cache Drives by Caching Write-Efficient Data,\" in TC, 2015."},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/2742854.2742881"},{"key":"e_1_3_2_1_36_1","volume-title":"A Regional Popularity-Aware Cache Replacement Algorithm to Improve the Performance and Lifetime of SSD-Based Disk Cache,\" in NAS","author":"Ye F.","year":"2015","unstructured":"F. Ye , J. Chen , X. Fang , J. Li , and D. Feng , \" A Regional Popularity-Aware Cache Replacement Algorithm to Improve the Performance and Lifetime of SSD-Based Disk Cache,\" in NAS , 2015 . F. Ye, J. Chen, X. Fang, J. Li, and D. Feng, \"A Regional Popularity-Aware Cache Replacement Algorithm to Improve the Performance and Lifetime of SSD-Based Disk Cache,\" in NAS, 2015."},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"crossref","unstructured":"H.-P. Chang S.-Y. Liao D.-W. Chang and G.-W. Chen \"Profit Data Caching and Hybrid Disk-Aware Completely Fair Queuing Scheduling Algorithms For Hybrid Disks \" in SPE 2015.  H.-P. Chang S.-Y. Liao D.-W. Chang and G.-W. Chen \"Profit Data Caching and Hybrid Disk-Aware Completely Fair Queuing Scheduling Algorithms For Hybrid Disks \" in SPE 2015.","DOI":"10.1002\/spe.2279"},{"key":"e_1_3_2_1_38_1","volume-title":"Design and Prototype of a Solid-State Cache,\" in TOS","author":"Saxena M.","year":"2014","unstructured":"M. Saxena and M. M. Swift , \" Design and Prototype of a Solid-State Cache,\" in TOS , 2014 . M. Saxena and M. M. Swift, \"Design and Prototype of a Solid-State Cache,\" in TOS, 2014."},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1109\/CLOUD.2014.80"},{"key":"e_1_3_2_1_40_1","volume-title":"FastStor: Data-Mining-Based Multilayer Prefetching for Hybrid Storage Systems,\" in CC","author":"Zong Z.","year":"2014","unstructured":"Z. Zong , R. Fares , B. Romoser , and J. Wood , \" FastStor: Data-Mining-Based Multilayer Prefetching for Hybrid Storage Systems,\" in CC , 2014 . Z. Zong, R. Fares, B. Romoser, and J. Wood, \"FastStor: Data-Mining-Based Multilayer Prefetching for Hybrid Storage Systems,\" in CC, 2014."},{"key":"e_1_3_2_1_41_1","volume-title":"Turbocharging DBMS Buffer Pool Using SSDs,\" in SIGMOD","author":"Do J.","year":"2011","unstructured":"J. Do , D. Zhang , J. M. Patel , D. J. DeWitt , J. F. Naughton , and A. Halverson , \" Turbocharging DBMS Buffer Pool Using SSDs,\" in SIGMOD , 2011 . J. Do, D. Zhang, J. M. Patel, D. J. DeWitt, J. F. Naughton, and A. Halverson, \"Turbocharging DBMS Buffer Pool Using SSDs,\" in SIGMOD, 2011."},{"key":"e_1_3_2_1_42_1","volume-title":"Effective SSD Caching For High-Performance Home Cloud Server,\" in ICCE","author":"Lee D.","year":"2015","unstructured":"D. Lee , C. Min , and Y. I. Eom , \" Effective SSD Caching For High-Performance Home Cloud Server,\" in ICCE , 2015 . D. Lee, C. Min, and Y. I. Eom, \"Effective SSD Caching For High-Performance Home Cloud Server,\" in ICCE, 2015."},{"key":"e_1_3_2_1_43_1","doi-asserted-by":"crossref","unstructured":"S. H. Baek and K.-W. Park \"A Fully Persistent and Consistent Read\/Write Cache Using Flash-Based General SSDs for Desktop Workloads \" in ICEIS 2016.  S. H. Baek and K.-W. Park \"A Fully Persistent and Consistent Read\/Write Cache Using Flash-Based General SSDs for Desktop Workloads \" in ICEIS 2016.","DOI":"10.1016\/j.is.2016.02.002"},{"key":"e_1_3_2_1_44_1","volume-title":"RAF: A Random Access First Cache Management to Improve SSD-Based Disk Cache,\" in NAS","author":"Liu Y.","year":"2010","unstructured":"Y. Liu , J. Huang , C. Xie , and Q. Cao , \" RAF: A Random Access First Cache Management to Improve SSD-Based Disk Cache,\" in NAS , 2010 . Y. Liu, J. Huang, C. Xie, and Q. Cao, \"RAF: A Random Access First Cache Management to Improve SSD-Based Disk Cache,\" in NAS, 2010."},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1145\/2928275.2928286"},{"key":"e_1_3_2_1_46_1","volume-title":"Multiclient Cache Hierarchies with Application Hints,\" in TOCS","author":"Yadgar G.","year":"2011","unstructured":"G. Yadgar , M. Factor , K. Li , and A. Schuster , \" Management of Multilevel , Multiclient Cache Hierarchies with Application Hints,\" in TOCS , 2011 . G. Yadgar, M. Factor, K. Li, and A. Schuster, \"Management of Multilevel, Multiclient Cache Hierarchies with Application Hints,\" in TOCS, 2011."},{"key":"e_1_3_2_1_47_1","volume-title":"Rep","author":"Zhang Z.","year":"2012","unstructured":"Z. Zhang , Y. Kim , X. Ma , G. Shipman , and Y. Zhou , \" Multi-level Hybrid Cache: Impact and Feasibility,\" in ORNL Tech . Rep , 2012 . Z. Zhang, Y. Kim, X. Ma, G. Shipman, and Y. Zhou, \"Multi-level Hybrid Cache: Impact and Feasibility,\" in ORNL Tech. Rep, 2012."},{"key":"e_1_3_2_1_48_1","volume-title":"Azor: Using Two-Level Block Selection to Improve SSD-Based I\/O Caches,\" in NAS","author":"Klonatos Y.","year":"2011","unstructured":"Y. Klonatos , T. Makatos , M. Marazakis , M. D. Flouris , and A. Bilas , \" Azor: Using Two-Level Block Selection to Improve SSD-Based I\/O Caches,\" in NAS , 2011 . Y. Klonatos, T. Makatos, M. Marazakis, M. D. Flouris, and A. Bilas, \"Azor: Using Two-Level Block Selection to Improve SSD-Based I\/O Caches,\" in NAS, 2011."},{"key":"e_1_3_2_1_49_1","volume-title":"Design of Hybrid SSDs With Storage Class Memory and NAND Flash Memory,\" in Proc","author":"Matsui C.","year":"2017","unstructured":"C. Matsui , C. Sun , and K. Takeuchi , \" Design of Hybrid SSDs With Storage Class Memory and NAND Flash Memory,\" in Proc . IEEE , 2017 . C. Matsui, C. Sun, and K. Takeuchi, \"Design of Hybrid SSDs With Storage Class Memory and NAND Flash Memory,\" in Proc. IEEE, 2017."},{"key":"e_1_3_2_1_50_1","volume-title":"A High Performance and Energy-Efficient Cold Data Eviction Algorithm for 3D-TSV Hybrid ReRAM\/MLC NAND SSD,\" in CAS","author":"Sun C.","year":"2013","unstructured":"C. Sun , K. Miyaji , K. Johguchi , and K. Takeuchi , \" A High Performance and Energy-Efficient Cold Data Eviction Algorithm for 3D-TSV Hybrid ReRAM\/MLC NAND SSD,\" in CAS , 2013 . C. Sun, K. Miyaji, K. Johguchi, and K. Takeuchi, \"A High Performance and Energy-Efficient Cold Data Eviction Algorithm for 3D-TSV Hybrid ReRAM\/MLC NAND SSD,\" in CAS, 2013."},{"key":"e_1_3_2_1_51_1","doi-asserted-by":"publisher","DOI":"10.1145\/1995896.1995902"},{"key":"e_1_3_2_1_52_1","volume-title":"Hybrid2: Combining Caching and Migration in Hybrid Memory Systems,\" in HPCA","author":"Vasilakis E.","year":"2020","unstructured":"E. Vasilakis , V. Papaefstathiou , P. Trancoso , and I. Sourdis , \" Hybrid2: Combining Caching and Migration in Hybrid Memory Systems,\" in HPCA , 2020 . E. Vasilakis, V. Papaefstathiou, P. Trancoso, and I. Sourdis, \"Hybrid2: Combining Caching and Migration in Hybrid Memory Systems,\" in HPCA, 2020."},{"key":"e_1_3_2_1_53_1","volume-title":"A Probabilistic Data Replacement Strategy for Flash-Based Hybrid Storage System,\" in APWeb","author":"Lv Y.","year":"2013","unstructured":"Y. Lv , X. Chen , G. Sun , and B. Cui , \" A Probabilistic Data Replacement Strategy for Flash-Based Hybrid Storage System,\" in APWeb , 2013 . Y. Lv, X. Chen, G. Sun, and B. Cui, \"A Probabilistic Data Replacement Strategy for Flash-Based Hybrid Storage System,\" in APWeb, 2013."},{"key":"e_1_3_2_1_55_1","volume-title":"Cost Effective Storage Using Extent Based Dynamic Tiering,\" in FAST","author":"Guerra J.","year":"2011","unstructured":"J. Guerra , H. Pucha , J. S. Glider , W. Belluomini , and R. Rangaswami , \" Cost Effective Storage Using Extent Based Dynamic Tiering,\" in FAST , 2011 . J. Guerra, H. Pucha, J. S. Glider, W. Belluomini, and R. Rangaswami, \"Cost Effective Storage Using Extent Based Dynamic Tiering,\" in FAST, 2011."},{"key":"e_1_3_2_1_56_1","volume-title":"Efficient QoS for Multi-Tiered Storage Systems,\" in HotStorage","author":"Elnably A.","year":"2012","unstructured":"A. Elnably , H. Wang , A. Gulati , and P. J. Varman , \" Efficient QoS for Multi-Tiered Storage Systems,\" in HotStorage , 2012 . A. Elnably, H. Wang, A. Gulati, and P. J. Varman, \"Efficient QoS for Multi-Tiered Storage Systems,\" in HotStorage, 2012."},{"key":"e_1_3_2_1_57_1","volume-title":"Balancing Fairness and Efficiency in Tiered Storage Systems with Bottleneck-Aware Allocation,\" in FAST","author":"Wang H.","year":"2014","unstructured":"H. Wang and P. Varman , \" Balancing Fairness and Efficiency in Tiered Storage Systems with Bottleneck-Aware Allocation,\" in FAST , 2014 . H. Wang and P. Varman, \"Balancing Fairness and Efficiency in Tiered Storage Systems with Bottleneck-Aware Allocation,\" in FAST, 2014."},{"key":"e_1_3_2_1_58_1","doi-asserted-by":"publisher","DOI":"10.1145\/3307681.3325398"},{"key":"e_1_3_2_1_59_1","volume-title":"Archivist: A Machine Learning Assisted Data Placement Mechanism for Hybrid Storage Systems,\" in ICCD","author":"Ren J.","year":"2019","unstructured":"J. Ren , X. Chen , Y. Tan , D. Liu , M. Duan , L. Liang , and L. Qiao , \" Archivist: A Machine Learning Assisted Data Placement Mechanism for Hybrid Storage Systems,\" in ICCD , 2019 . J. Ren, X. Chen, Y. Tan, D. Liu, M. Duan, L. Liang, and L. Qiao, \"Archivist: A Machine Learning Assisted Data Placement Mechanism for Hybrid Storage Systems,\" in ICCD, 2019."},{"key":"e_1_3_2_1_60_1","volume-title":"Optimizing Data Placement on Hierarchical Storage Architecture via Machine Learning,\" in NPC","author":"Cheng P.","year":"2019","unstructured":"P. Cheng , Y. Lu , Y. Du , Z. Chen , and Y. Liu , \" Optimizing Data Placement on Hierarchical Storage Architecture via Machine Learning,\" in NPC , 2019 . P. Cheng, Y. Lu, Y. Du, Z. Chen, and Y. Liu, \"Optimizing Data Placement on Hierarchical Storage Architecture via Machine Learning,\" in NPC, 2019."},{"key":"e_1_3_2_1_61_1","doi-asserted-by":"publisher","DOI":"10.1145\/2663165.2663333"},{"key":"e_1_3_2_1_62_1","volume-title":"Operating System Level Data Tiering Using Online Workload Characterization,\" in JSC","author":"Salkhordeh R.","year":"2015","unstructured":"R. Salkhordeh , H. Asadi , and S. Ebrahimi , \" Operating System Level Data Tiering Using Online Workload Characterization,\" in JSC , 2015 . R. Salkhordeh, H. Asadi, and S. Ebrahimi, \"Operating System Level Data Tiering Using Online Workload Characterization,\" in JSC, 2015."},{"key":"e_1_3_2_1_63_1","volume-title":"E-HASH: An Energy-Efficient Hybrid Storage System Composed of One SSD and Multiple HDDs,\" in ICSI","author":"Hui J.","year":"2012","unstructured":"J. Hui , X. Ge , X. Huang , Y. Liu , and Q. Ran , \" E-HASH: An Energy-Efficient Hybrid Storage System Composed of One SSD and Multiple HDDs,\" in ICSI , 2012 . J. Hui, X. Ge, X. Huang, Y. Liu, and Q. Ran, \"E-HASH: An Energy-Efficient Hybrid Storage System Composed of One SSD and Multiple HDDs,\" in ICSI, 2012."},{"key":"e_1_3_2_1_64_1","volume-title":"Storage Workload Isolation via Tier Warming,\" in ICAC","author":"Xue J.","year":"2014","unstructured":"J. Xue , F. Yan , A. Riska , and E. Smirni , \" Storage Workload Isolation via Tier Warming,\" in ICAC , 2014 . J. Xue, F. Yan, A. Riska, and E. Smirni, \"Storage Workload Isolation via Tier Warming,\" in ICAC, 2014."},{"key":"e_1_3_2_1_65_1","volume-title":"Automated Lookahead Data Migration in SSD-enabled Multi-tiered Storage Systems,\" in MSST","author":"Zhang G.","year":"2010","unstructured":"G. Zhang , L. Chiu , C. Dickey , L. Liu , P. Muench , and S. Seshadri , \" Automated Lookahead Data Migration in SSD-enabled Multi-tiered Storage Systems,\" in MSST , 2010 . G. Zhang, L. Chiu, C. Dickey, L. Liu, P. Muench, and S. Seshadri, \"Automated Lookahead Data Migration in SSD-enabled Multi-tiered Storage Systems,\" in MSST, 2010."},{"key":"e_1_3_2_1_66_1","volume-title":"FDTM: Block Level Data Migration Policy in Tiered Storage System,\" in NPC","author":"Zhao X.","year":"2010","unstructured":"X. Zhao , Z. Li , and L. Zeng , \" FDTM: Block Level Data Migration Policy in Tiered Storage System,\" in NPC , 2010 . X. Zhao, Z. Li, and L. Zeng, \"FDTM: Block Level Data Migration Policy in Tiered Storage System,\" in NPC, 2010."},{"key":"e_1_3_2_1_67_1","volume-title":"Optimal Disk Storage Allocation for Multitier Storage System,\" in TMAG","author":"Shi H.","year":"2013","unstructured":"H. Shi , R. V. Arumugam , C. H. Foh , and K. K. Khaing , \" Optimal Disk Storage Allocation for Multitier Storage System,\" in TMAG , 2013 . H. Shi, R. V. Arumugam, C. H. Foh, and K. K. Khaing, \"Optimal Disk Storage Allocation for Multitier Storage System,\" in TMAG, 2013."},{"key":"e_1_3_2_1_68_1","volume-title":"Data Organization in a Hybrid Storage System,\" in ICNC","author":"Wu X.","year":"2012","unstructured":"X. Wu and A. N. Reddy , \" Data Organization in a Hybrid Storage System,\" in ICNC , 2012 . X. Wu and A. N. Reddy, \"Data Organization in a Hybrid Storage System,\" in ICNC, 2012."},{"key":"e_1_3_2_1_69_1","volume-title":"Providing Hybrid Block Storage for Virtual Machines using Object-based Storage,\" in ICPADS","author":"Ma S.","year":"2014","unstructured":"S. Ma , H. Chen , Y. Shen , H. Lu , B. Wei , and P. He , \" Providing Hybrid Block Storage for Virtual Machines using Object-based Storage,\" in ICPADS , 2014 . S. Ma, H. Chen, Y. Shen, H. Lu, B. Wei, and P. He, \"Providing Hybrid Block Storage for Virtual Machines using Object-based Storage,\" in ICPADS, 2014."},{"key":"e_1_3_2_1_70_1","volume-title":"ExaPlan: Queueing-Based Data Placement and Provisioning for Large Tiered Storage Systems,\" in MASCOTS","author":"Iliadis I.","year":"2015","unstructured":"I. Iliadis , J. Jelitto , Y. Kim , S. Sarafijanovic , and V. Venkatesan , \" ExaPlan: Queueing-Based Data Placement and Provisioning for Large Tiered Storage Systems,\" in MASCOTS , 2015 . I. Iliadis, J. Jelitto, Y. Kim, S. Sarafijanovic, and V. Venkatesan, \"ExaPlan: Queueing-Based Data Placement and Provisioning for Large Tiered Storage Systems,\" in MASCOTS, 2015."},{"key":"e_1_3_2_1_71_1","volume-title":"Managing Storage Space in a Flash and Disk Hybrid Storage System,\" in MASCOTS","author":"Wu X.","year":"2009","unstructured":"X. Wu and A. N. Reddy , \" Managing Storage Space in a Flash and Disk Hybrid Storage System,\" in MASCOTS , 2009 . X. Wu and A. N. Reddy, \"Managing Storage Space in a Flash and Disk Hybrid Storage System,\" in MASCOTS, 2009."},{"key":"e_1_3_2_1_72_1","volume-title":"Exploiting Concurrency to Improve Latency and throughput in a Hybrid Storage System,\" in MASCOTS","author":"Wu X.","year":"2010","unstructured":"X. Wu and A. N. Reddy , \" Exploiting Concurrency to Improve Latency and throughput in a Hybrid Storage System,\" in MASCOTS , 2010 . X. Wu and A. N. Reddy, \"Exploiting Concurrency to Improve Latency and throughput in a Hybrid Storage System,\" in MASCOTS, 2010."},{"key":"e_1_3_2_1_73_1","volume-title":"Hot Data Identification for Flash-based Storage Systems Using Multiple Bloom Filters,\" in MSST","author":"Park D.","year":"2011","unstructured":"D. Park and D. H. Du , \" Hot Data Identification for Flash-based Storage Systems Using Multiple Bloom Filters,\" in MSST , 2011 . D. Park and D. H. Du, \"Hot Data Identification for Flash-based Storage Systems Using Multiple Bloom Filters,\" in MSST, 2011."},{"key":"e_1_3_2_1_74_1","volume-title":"Hotness-Aware Buffer Management For Flash-Based Hybrid Storage Systems,\" in CIKM","author":"Lv Y.","year":"2013","unstructured":"Y. Lv , B. Cui , X. Chen , and J. Li , \" Hotness-Aware Buffer Management For Flash-Based Hybrid Storage Systems,\" in CIKM , 2013 . Y. Lv, B. Cui, X. Chen, and J. Li, \"Hotness-Aware Buffer Management For Flash-Based Hybrid Storage Systems,\" in CIKM, 2013."},{"key":"e_1_3_2_1_75_1","unstructured":"D. Montgomery \"Extent Migration For Tiered Storage Architecture \" in USPTO 2014.  D. Montgomery \"Extent Migration For Tiered Storage Architecture \" in USPTO 2014."},{"key":"e_1_3_2_1_76_1","volume-title":"Tri-Hybrid SSD with Storage Class Memory (SCM) and MLC\/TLC NAND Flash Memories,\" Proc","author":"Matsui C.","year":"2017","unstructured":"C. Matsui , T. Yamada , Y. Sugiyama , Y. Yamaga , and K. Takeuchi , \" Tri-Hybrid SSD with Storage Class Memory (SCM) and MLC\/TLC NAND Flash Memories,\" Proc . IEEE , 2017 . C. Matsui, T. Yamada, Y. Sugiyama, Y. Yamaga, and K. Takeuchi, \"Tri-Hybrid SSD with Storage Class Memory (SCM) and MLC\/TLC NAND Flash Memories,\" Proc. IEEE, 2017."},{"key":"e_1_3_2_1_77_1","unstructured":"Wikipedia \"Sibyl https:\/\/en.wikipedia.org\/wiki\/Sibyl.\"  Wikipedia \"Sibyl https:\/\/en.wikipedia.org\/wiki\/Sibyl.\""},{"key":"e_1_3_2_1_78_1","volume-title":"Reinforcement Learning: An Introduction","author":"Sutton R. S.","year":"2018","unstructured":"R. S. Sutton and A. G. Barto , Reinforcement Learning: An Introduction , 2018 . R. S. Sutton and A. G. Barto, Reinforcement Learning: An Introduction, 2018."},{"key":"e_1_3_2_1_79_1","volume-title":"Proc. IRE","author":"Minsky M.","year":"1961","unstructured":"M. Minsky , \" Steps Toward Artificial Intelligence\" in Proc. IRE , 1961 . M. Minsky, \"Steps Toward Artificial Intelligence\" in Proc. IRE, 1961."},{"key":"e_1_3_2_1_80_1","volume-title":"Data Retention in MLC NAND Flash Memory: Characterization, Optimization, and Recovery,\" in HPCA","author":"Cai Y.","year":"2015","unstructured":"Y. Cai , Y. Luo , E. F. Haratsch , K. Mai , and O. Mutlu , \" Data Retention in MLC NAND Flash Memory: Characterization, Optimization, and Recovery,\" in HPCA , 2015 . Y. Cai, Y. Luo, E. F. Haratsch, K. Mai, and O. Mutlu, \"Data Retention in MLC NAND Flash Memory: Characterization, Optimization, and Recovery,\" in HPCA, 2015."},{"key":"e_1_3_2_1_81_1","doi-asserted-by":"publisher","DOI":"10.1145\/1669112.1669118"},{"key":"e_1_3_2_1_82_1","volume-title":"NANDFlashSim: Intrinsic Latency Variation Aware NAND Flash Memory System Modeling and Simulation at Microarchitecture Level,\" in MSST","author":"Jung M.","year":"2012","unstructured":"M. Jung , E. H. Wilson , D. Donofrio , J. Shalf , and M. T. Kandemir , \" NANDFlashSim: Intrinsic Latency Variation Aware NAND Flash Memory System Modeling and Simulation at Microarchitecture Level,\" in MSST , 2012 . M. Jung, E. H. Wilson, D. Donofrio, J. Shalf, and M. T. Kandemir, \"NANDFlashSim: Intrinsic Latency Variation Aware NAND Flash Memory System Modeling and Simulation at Microarchitecture Level,\" in MSST, 2012."},{"key":"e_1_3_2_1_83_1","volume-title":"Neighbor-Cell Assisted Error Correction for MLC NAND Flash Memories,\" in SIGMETRICS","author":"Cai Y.","year":"2014","unstructured":"Y. Cai , G. Yalcin , O. Mutlu , E. F. Haratsch , O. Unsal , A. Cristal , and K. Mai , \" Neighbor-Cell Assisted Error Correction for MLC NAND Flash Memories,\" in SIGMETRICS , 2014 . Y. Cai, G. Yalcin, O. Mutlu, E. F. Haratsch, O. Unsal, A. Cristal, and K. Mai, \"Neighbor-Cell Assisted Error Correction for MLC NAND Flash Memories,\" in SIGMETRICS, 2014."},{"key":"e_1_3_2_1_84_1","volume-title":"Error Characterization, Mitigation, and Recovery in Flash-Memory-Based Solid-State Drives,\" in Proc","author":"Cai Y.","year":"2017","unstructured":"Y. Cai , S. Ghose , E. F. Haratsch , Y. Luo , and O. Mutlu , \" Error Characterization, Mitigation, and Recovery in Flash-Memory-Based Solid-State Drives,\" in Proc . IEEE , 2017 . Y. Cai, S. Ghose, E. F. Haratsch, Y. Luo, and O. Mutlu, \"Error Characterization, Mitigation, and Recovery in Flash-Memory-Based Solid-State Drives,\" in Proc. IEEE, 2017."},{"key":"e_1_3_2_1_85_1","volume-title":"DLV: Exploiting Device Level Latency Variations for Performance Improvement on Flash Memory Storage Systems,\" in TCAD","author":"Cui J.","year":"2017","unstructured":"J. Cui , Y. Zhang , W. Wu , J. Yang , Y. Wang , and J. Huang , \" DLV: Exploiting Device Level Latency Variations for Performance Improvement on Flash Memory Storage Systems,\" in TCAD , 2017 . J. Cui, Y. Zhang, W. Wu, J. Yang, Y. Wang, and J. Huang, \"DLV: Exploiting Device Level Latency Variations for Performance Improvement on Flash Memory Storage Systems,\" in TCAD, 2017."},{"key":"e_1_3_2_1_86_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-13-0599-3_9"},{"key":"e_1_3_2_1_87_1","volume-title":"Reducing Solid-State Drive Read Latency by Optimizing Read-Retry,\" in ASPLOS","author":"Park J.","year":"2021","unstructured":"J. Park , M. Kim , M. Chun , L. Orosa , J. Kim , and O. Mutlu , \" Reducing Solid-State Drive Read Latency by Optimizing Read-Retry,\" in ASPLOS , 2021 . J. Park, M. Kim, M. Chun, L. Orosa, J. Kim, and O. Mutlu, \"Reducing Solid-State Drive Read Latency by Optimizing Read-Retry,\" in ASPLOS, 2021."},{"key":"e_1_3_2_1_88_1","doi-asserted-by":"publisher","DOI":"10.1145\/1394608.1382172"},{"key":"e_1_3_2_1_89_1","volume-title":"Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning,\" in MICRO","author":"Bera R.","year":"2021","unstructured":"R. Bera , K. Kanellopoulos , A. Nori , T. Shahroodi , S. Subramoney , and O. Mutlu , \" Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning,\" in MICRO , 2021 . R. Bera, K. Kanellopoulos, A. Nori, T. Shahroodi, S. Subramoney, and O. Mutlu, \"Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning,\" in MICRO, 2021."},{"key":"e_1_3_2_1_90_1","volume-title":"Simulation neuronaler netze","author":"Zell A.","year":"1994","unstructured":"A. Zell , Simulation neuronaler netze . Addison-Wesley Bonn , 1994 . A. Zell, Simulation neuronaler netze. Addison-Wesley Bonn, 1994."},{"key":"e_1_3_2_1_91_1","unstructured":"\"MSR Cambridge Traces. http:\/\/iotta.snia.org\/traces\/388.\"  \"MSR Cambridge Traces. http:\/\/iotta.snia.org\/traces\/388.\""},{"key":"e_1_3_2_1_92_1","volume-title":"Filebench: A Flexible Framework for File System Benchmarking","author":"Tarasov V.","year":"2016","unstructured":"V. Tarasov , E. Zadok , and S. Shepler , \" Filebench: A Flexible Framework for File System Benchmarking ,\" 2016 . V. Tarasov, E. Zadok, and S. Shepler, \"Filebench: A Flexible Framework for File System Benchmarking,\" 2016."},{"key":"e_1_3_2_1_93_1","unstructured":"CMU-SAFARI \"Sibyl https:\/\/github.com\/CMU-SAFARI\/Sibyl.\"  CMU-SAFARI \"Sibyl https:\/\/github.com\/CMU-SAFARI\/Sibyl.\""},{"key":"e_1_3_2_1_94_1","unstructured":"Intel \"Intel Optane SSD DC P4801X Series https:\/\/ark.intel.com\/content\/www\/us\/en\/ark\/products\/149365\/intel-optane-ssd-dc-p4801x-series-100gb-2-5in-pcie-x4-3d-xpoint.html.\"  Intel \"Intel Optane SSD DC P4801X Series https:\/\/ark.intel.com\/content\/www\/us\/en\/ark\/products\/149365\/intel-optane-ssd-dc-p4801x-series-100gb-2-5in-pcie-x4-3d-xpoint.html.\""},{"key":"e_1_3_2_1_95_1","unstructured":"Samsung \"Ultra-Low Latency with Samsung Z-NAND SSD https:\/\/www.samsung.com\/semiconductor\/global.semi.static\/Ultra-Low_Latency_with_Samsung_Z-NAND_SSD-0.pdf.\"  Samsung \"Ultra-Low Latency with Samsung Z-NAND SSD https:\/\/www.samsung.com\/semiconductor\/global.semi.static\/Ultra-Low_Latency_with_Samsung_Z-NAND_SSD-0.pdf.\""},{"key":"e_1_3_2_1_96_1","unstructured":"Intel \"Intel SSDD3-S4510 Series https:\/\/www.intel.com\/content\/www\/us\/en\/products\/memory-storage\/solid-state-drives\/data-center-ssds\/d3-series\/d3-s4510-series\/d3-s4510-1-92tb-2-5inch-3d2.html.\"  Intel \"Intel SSDD3-S4510 Series https:\/\/www.intel.com\/content\/www\/us\/en\/products\/memory-storage\/solid-state-drives\/data-center-ssds\/d3-series\/d3-s4510-series\/d3-s4510-1-92tb-2-5inch-3d2.html.\""},{"key":"e_1_3_2_1_97_1","unstructured":"Intel \"Intel SSD 660p Series https:\/\/www.intel.com\/content\/www\/us\/en\/products\/docs\/memory-storage\/solid-state-drives\/consumer-ssds\/660p-series-brief.html.\"  Intel \"Intel SSD 660p Series https:\/\/www.intel.com\/content\/www\/us\/en\/products\/docs\/memory-storage\/solid-state-drives\/consumer-ssds\/660p-series-brief.html.\""},{"key":"e_1_3_2_1_98_1","unstructured":"Seagate \"Seagate Barracuda Datasheet https:\/\/www.seagate.com\/www-content\/datasheets\/pdfs\/3-5-barracuda-3tbDS1900-10-1710US-en_US.pdf.\"  Seagate \"Seagate Barracuda Datasheet https:\/\/www.seagate.com\/www-content\/datasheets\/pdfs\/3-5-barracuda-3tbDS1900-10-1710US-en_US.pdf.\""},{"key":"e_1_3_2_1_99_1","unstructured":"ADATA \"ADATA Ultimate Series: SU630 https:\/\/shop.adata.com\/adata-ultimate-series-su630-960gb-sata-iii-internal-2-5-solid-state-drive\/.\"  ADATA \"ADATA Ultimate Series: SU630 https:\/\/shop.adata.com\/adata-ultimate-series-su630-960gb-sata-iii-internal-2-5-solid-state-drive\/.\""},{"key":"e_1_3_2_1_100_1","volume-title":"HDStore: An SSD\/HDD Hybrid Distributed Storage Scheme for Large-Scale Data,\" in WAIM","author":"Feng Z.","year":"2014","unstructured":"Z. Feng , Z. Feng , X. Wang , G. Rao , Y. Wei , and Z. Li , \" HDStore: An SSD\/HDD Hybrid Distributed Storage Scheme for Large-Scale Data,\" in WAIM , 2014 . Z. Feng, Z. Feng, X. Wang, G. Rao, Y. Wei, and Z. Li, \"HDStore: An SSD\/HDD Hybrid Distributed Storage Scheme for Large-Scale Data,\" in WAIM, 2014."},{"key":"e_1_3_2_1_101_1","doi-asserted-by":"publisher","DOI":"10.5555\/3281352"},{"key":"e_1_3_2_1_102_1","doi-asserted-by":"publisher","DOI":"10.1145\/2668128"},{"key":"e_1_3_2_1_103_1","volume-title":"Ikegawa et al., \"A 64Mb MRAM with Clamped-Reference and Adequate-Reference Schemes,\" in ISSCC","author":"Tsuchida K.","year":"2010","unstructured":"K. Tsuchida , T. Inaba , K. Fujita , Y. Ueda , T. Shimizu , Y. Asao , T. Kajiyama , M. Iwayama , K. Sugiura , S. Ikegawa et al., \"A 64Mb MRAM with Clamped-Reference and Adequate-Reference Schemes,\" in ISSCC , 2010 . K. Tsuchida, T. Inaba, K. Fujita, Y. Ueda, T. Shimizu, Y. Asao, T. Kajiyama, M. Iwayama, K. Sugiura, S. Ikegawa et al., \"A 64Mb MRAM with Clamped-Reference and Adequate-Reference Schemes,\" in ISSCC, 2010."},{"key":"e_1_3_2_1_104_1","volume-title":"Shimakawa et al., \"An 8Mb Multi-Layered Cross-Point ReRAM Macro with 443MB\/s Write Throughput,\" in ISSCC","author":"Kawahara A.","year":"2012","unstructured":"A. Kawahara , R. Azuma , Y. Ikeda , K. Kawai , Y. Katoh , Y. Hayakawa , K. Tsuji , S. Yoneda , A. Himeno , K. Shimakawa et al., \"An 8Mb Multi-Layered Cross-Point ReRAM Macro with 443MB\/s Write Throughput,\" in ISSCC , 2012 . A. Kawahara, R. Azuma, Y. Ikeda, K. Kawai, Y. Katoh, Y. Hayakawa, K. Tsuji, S. Yoneda, A. Himeno, K. Shimakawa et al., \"An 8Mb Multi-Layered Cross-Point ReRAM Macro with 443MB\/s Write Throughput,\" in ISSCC, 2012."},{"key":"e_1_3_2_1_105_1","volume-title":"Sunwoo et al., \"A 20nm 1.8V 8Gb PRAM with 40MB\/s Program Bandwidth,\" in ISSCC","author":"Choi Y.","year":"2012","unstructured":"Y. Choi , I. Song , M.-H. Park , H. Chung , S. Chang , B. Cho , J. Kim , Y. Oh , D. Kwon , J. Sunwoo et al., \"A 20nm 1.8V 8Gb PRAM with 40MB\/s Program Bandwidth,\" in ISSCC , 2012 . Y. Choi, I. Song, M.-H. Park, H. Chung, S. Chang, B. Cho, J. Kim, Y. Oh, D. Kwon, J. Sunwoo et al., \"A 20nm 1.8V 8Gb PRAM with 40MB\/s Program Bandwidth,\" in ISSCC, 2012."},{"key":"e_1_3_2_1_106_1","volume-title":"Hybrid Solid State Drives for Improved Performance and Enhanced Lifetime,\" in MSST","author":"Oh Y.","year":"2013","unstructured":"Y. Oh , E. Lee , J. Choi , D. Lee , and S. H. Noh , \" Hybrid Solid State Drives for Improved Performance and Enhanced Lifetime,\" in MSST , 2013 . Y. Oh, E. Lee, J. Choi, D. Lee, and S. H. Noh, \"Hybrid Solid State Drives for Improved Performance and Enhanced Lifetime,\" in MSST, 2013."},{"key":"e_1_3_2_1_107_1","doi-asserted-by":"crossref","unstructured":"H. G. Lee \"High-Performance NAND and PRAM Hybrid Storage Design for Consumer Electronics \" in TCE 2010.  H. G. Lee \"High-Performance NAND and PRAM Hybrid Storage Design for Consumer Electronics \" in TCE 2010.","DOI":"10.1109\/TCE.2010.5439133"},{"key":"e_1_3_2_1_108_1","volume-title":"Application Driven SCM & NAND Flash Hybrid SSD Design for Data-Centric Computing System,\" in IMW","author":"Okamoto S.","year":"2015","unstructured":"S. Okamoto , C. Sun , S. Hachiya , T. Yamada , Y. Saito , T. O. Iwasaki , and K. Takeuchi , \" Application Driven SCM & NAND Flash Hybrid SSD Design for Data-Centric Computing System,\" in IMW , 2015 . S. Okamoto, C. Sun, S. Hachiya, T. Yamada, Y. Saito, T. O. Iwasaki, and K. Takeuchi, \"Application Driven SCM & NAND Flash Hybrid SSD Design for Data-Centric Computing System,\" in IMW, 2015."},{"key":"e_1_3_2_1_109_1","volume-title":"Algorithms and Data Structures for Flash Memories,\" in CSUR","author":"Gal E.","year":"2005","unstructured":"E. Gal and S. Toledo , \" Algorithms and Data Structures for Flash Memories,\" in CSUR , 2005 . E. Gal and S. Toledo, \"Algorithms and Data Structures for Flash Memories,\" in CSUR, 2005."},{"key":"e_1_3_2_1_110_1","unstructured":"N. Express \"Everything You Need to Know About the NVMe 2.0 Specifications and New Technical Proposals \" https:\/\/nvmexpress.org\/.  N. Express \"Everything You Need to Know About the NVMe 2.0 Specifications and New Technical Proposals \" https:\/\/nvmexpress.org\/."},{"key":"e_1_3_2_1_111_1","unstructured":"S. A. W. Group \"Serial ATA: High Speed Serialized AT Attachment \" https:\/\/web.archive.org\/web\/20161009182351\/http:\/\/www.ece.umd.edu\/courses\/enee759h.S2003\/references\/serialata10a.pdf.  S. A. W. Group \"Serial ATA: High Speed Serialized AT Attachment \" https:\/\/web.archive.org\/web\/20161009182351\/http:\/\/www.ece.umd.edu\/courses\/enee759h.S2003\/references\/serialata10a.pdf."},{"key":"e_1_3_2_1_112_1","unstructured":"Linux Source Code (v5.10.16) https:\/\/elixir.bootlin.com\/linux\/latest\/source.  Linux Source Code (v5.10.16) https:\/\/elixir.bootlin.com\/linux\/latest\/source."},{"key":"e_1_3_2_1_113_1","volume-title":"Heterogeneous Memory Architectures: A HW\/SW Approach for Mixing Die-stacked and Off-package Memories,\" in HPCA","author":"Meswani M. R.","year":"2015","unstructured":"M. R. Meswani , S. Blagodurov , D. Roberts , J. Slice , M. Ignatowski , and G. H. Loh , \" Heterogeneous Memory Architectures: A HW\/SW Approach for Mixing Die-stacked and Off-package Memories,\" in HPCA , 2015 . M. R. Meswani, S. Blagodurov, D. Roberts, J. Slice, M. Ignatowski, and G. H. Loh, \"Heterogeneous Memory Architectures: A HW\/SW Approach for Mixing Die-stacked and Off-package Memories,\" in HPCA, 2015."},{"key":"e_1_3_2_1_114_1","volume-title":"A Flash Memory Controller for 15μs Ultra-Low-Latency SSD Using High-Speed 3D NAND Flash with 3μs Read Time,\" in ISSCC","author":"Cheong W.","year":"2018","unstructured":"W. Cheong , C. Yoon , S. Woo , K. Han , D. Kim , C. Lee , Y. Choi , S. Kim , D. Kang , G. Yu , J. Kim , J. Park , K. Song , K. Park , S. Cho , H. Oh , D. D. G. Lee , J. Choi , and J. Jeong , \" A Flash Memory Controller for 15μs Ultra-Low-Latency SSD Using High-Speed 3D NAND Flash with 3μs Read Time,\" in ISSCC , 2018 . W. Cheong, C. Yoon, S. Woo, K. Han, D. Kim, C. Lee, Y. Choi, S. Kim, D. Kang, G. Yu, J. Kim, J. Park, K. Song, K. Park, S. Cho, H. Oh, D. D. G. Lee, J. Choi, and J. Jeong, \"A Flash Memory Controller for 15μs Ultra-Low-Latency SSD Using High-Speed 3D NAND Flash with 3μs Read Time,\" in ISSCC, 2018."},{"key":"e_1_3_2_1_115_1","unstructured":"Micron \"3D XPoint Technology https:\/\/www.micron.com\/products\/advanced-solutions\/3d-xpoint-technology.\"  Micron \"3D XPoint Technology https:\/\/www.micron.com\/products\/advanced-solutions\/3d-xpoint-technology.\""},{"key":"e_1_3_2_1_116_1","volume-title":"Platform Storage Performance With 3D XPoint Technology,\" in Proc","author":"Hady F. T.","year":"2017","unstructured":"F. T. Hady , A. Foong , B. Veal , and D. Williams , \" Platform Storage Performance With 3D XPoint Technology,\" in Proc . IEEE , 2017 . F. T. Hady, A. Foong, B. Veal, and D. Williams, \"Platform Storage Performance With 3D XPoint Technology,\" in Proc. IEEE, 2017."},{"key":"e_1_3_2_1_117_1","unstructured":"Intel \"Intel SSD DC P4610 Series https:\/\/ark.intel.com\/content\/www\/us\/en\/ark\/products\/140103\/intel-ssd-dc-p4610-series-1-6tb-2-5in-pcie-3-1-x4-3d2-tlc.html.\"  Intel \"Intel SSD DC P4610 Series https:\/\/ark.intel.com\/content\/www\/us\/en\/ark\/products\/140103\/intel-ssd-dc-p4610-series-1-6tb-2-5in-pcie-3-1-x4-3d2-tlc.html.\""},{"key":"e_1_3_2_1_118_1","volume-title":"dissertation","author":"Watkins C. J. C. H.","year":"1989","unstructured":"C. J. C. H. Watkins , \" Learning From Delayed Rewards\" Ph. D. dissertation , 1989 . C. J. C. H. Watkins, \"Learning From Delayed Rewards\" Ph.D. dissertation, 1989."},{"key":"e_1_3_2_1_119_1","volume-title":"Q-learning,\" in ML","author":"Watkins C. J.","year":"1992","unstructured":"C. J. Watkins and P. Dayan , \" Q-learning,\" in ML , 1992 . C. J. Watkins and P. Dayan, \"Q-learning,\" in ML, 1992."},{"key":"e_1_3_2_1_120_1","volume-title":"Citeseer","author":"Rummery G. A.","year":"1994","unstructured":"G. A. Rummery and M. Niranjan , On-line Q-Learning Using Connectionist Systems . Citeseer , 1994 . G. A. Rummery and M. Niranjan, On-line Q-Learning Using Connectionist Systems. Citeseer, 1994."},{"key":"e_1_3_2_1_121_1","volume-title":"J. Schrittwieser, I. Antonoglou, V. Panneershelvam, M. Lanctot et al., \"Mastering the Game of Go With Deep Neural Networks and Tree Search,\" in Nature","author":"Silver D.","year":"2016","unstructured":"D. Silver , A. Huang , C. J. Maddison , A. Guez , L. Sifre , G. Van Den Driessche , J. Schrittwieser, I. Antonoglou, V. Panneershelvam, M. Lanctot et al., \"Mastering the Game of Go With Deep Neural Networks and Tree Search,\" in Nature , 2016 . D. Silver, A. Huang, C. J. Maddison, A. Guez, L. Sifre, G. Van Den Driessche, J. Schrittwieser, I. Antonoglou, V. Panneershelvam, M. Lanctot et al., \"Mastering the Game of Go With Deep Neural Networks and Tree Search,\" in Nature, 2016."},{"key":"e_1_3_2_1_122_1","volume-title":"Bolton et al., \"Mastering the Game of Go Without Human Knowledge,\" in Nature","author":"Silver D.","year":"2017","unstructured":"D. Silver , J. Schrittwieser , K. Simonyan , I. Antonoglou , A. Huang , A. Guez , T. Hubert , L. Baker , M. Lai , A. Bolton et al., \"Mastering the Game of Go Without Human Knowledge,\" in Nature , 2017 . D. Silver, J. Schrittwieser, K. Simonyan, I. Antonoglou, A. Huang, A. Guez, T. Hubert, L. Baker, M. Lai, A. Bolton et al., \"Mastering the Game of Go Without Human Knowledge,\" in Nature, 2017."},{"key":"e_1_3_2_1_123_1","volume-title":"Playing Atari with Deep Reinforcement Learning,\" in NIPS","author":"Mnih V.","year":"2013","unstructured":"V. Mnih , K. Kavukcuoglu , D. Silver , A. Graves , I. Antonoglou , D. Wierstra , and M. Riedmiller , \" Playing Atari with Deep Reinforcement Learning,\" in NIPS , 2013 . V. Mnih, K. Kavukcuoglu, D. Silver, A. Graves, I. Antonoglou, D. Wierstra, and M. Riedmiller, \"Playing Atari with Deep Reinforcement Learning,\" in NIPS, 2013."},{"key":"e_1_3_2_1_124_1","volume-title":"Why Deep Neural Networks for Function Approximation?\" in arXiv","author":"Liang S.","year":"2016","unstructured":"S. Liang and R. Srikant , \" Why Deep Neural Networks for Function Approximation?\" in arXiv , 2016 . S. Liang and R. Srikant, \"Why Deep Neural Networks for Function Approximation?\" in arXiv, 2016."},{"key":"e_1_3_2_1_125_1","volume-title":"Policy Gradient Methods for Reinforcement Learning With Function Approximation,\" in NIPS","author":"Sutton R. S.","year":"1999","unstructured":"R. S. Sutton , D. McAllester , S. Singh , and Y. Mansour , \" Policy Gradient Methods for Reinforcement Learning With Function Approximation,\" in NIPS , 1999 . R. S. Sutton, D. McAllester, S. Singh, and Y. Mansour, \"Policy Gradient Methods for Reinforcement Learning With Function Approximation,\" in NIPS, 1999."},{"key":"e_1_3_2_1_126_1","volume-title":"Reinforcement Learning With Function Approximation,\" in ML","author":"Baird L.","year":"1995","unstructured":"L. Baird , \" Residual Algorithms : Reinforcement Learning With Function Approximation,\" in ML , 1995 . L. Baird, \"Residual Algorithms: Reinforcement Learning With Function Approximation,\" in ML, 1995."},{"key":"e_1_3_2_1_127_1","volume-title":"A Practical Approach to Feature Selection,\" in ML","author":"Kira K.","year":"1992","unstructured":"K. Kira and L. A. Rendell , \" A Practical Approach to Feature Selection,\" in ML , 1992 . K. Kira and L. A. Rendell, \"A Practical Approach to Feature Selection,\" in ML, 1992."},{"key":"e_1_3_2_1_128_1","volume-title":"Reward is Enough,\" AI","author":"Silver D.","year":"2021","unstructured":"D. Silver , S. Singh , D. Precup , and R. S. Sutton , \" Reward is Enough,\" AI , 2021 . D. Silver, S. Singh, D. Precup, and R. S. Sutton, \"Reward is Enough,\" AI, 2021."},{"key":"e_1_3_2_1_129_1","volume-title":"Program Locality Analysis Using Reuse Distance,\" in TOPLAS","author":"Zhong Y.","year":"2009","unstructured":"Y. Zhong , X. Shen , and C. Ding , \" Program Locality Analysis Using Reuse Distance,\" in TOPLAS , 2009 . Y. Zhong, X. Shen, and C. Ding, \"Program Locality Analysis Using Reuse Distance,\" in TOPLAS, 2009."},{"key":"e_1_3_2_1_130_1","doi-asserted-by":"crossref","unstructured":"L. Bottou \"Stochastic Learning \" in Advanced Lectures on Machine Learning 2003.  L. Bottou \"Stochastic Learning \" in Advanced Lectures on Machine Learning 2003.","DOI":"10.1007\/978-3-540-28650-9_7"},{"key":"e_1_3_2_1_131_1","volume-title":"A Distributional Perspective on Reinforcement Learning,\" in arXiv","author":"Bellemare M. G.","year":"2017","unstructured":"M. G. Bellemare , W. Dabney , and R. Munos , \" A Distributional Perspective on Reinforcement Learning,\" in arXiv , 2017 . M. G. Bellemare, W. Dabney, and R. Munos, \"A Distributional Perspective on Reinforcement Learning,\" in arXiv, 2017."},{"key":"e_1_3_2_1_132_1","volume-title":"Data-Driven Battery Operation For Energy Arbitrage Using Rainbow Deep Reinforcement Learning,\" in Energy","author":"Harrold D. J.","year":"2021","unstructured":"D. J. Harrold , J. Cao , and Z. Fan , \" Data-Driven Battery Operation For Energy Arbitrage Using Rainbow Deep Reinforcement Learning,\" in Energy , 2021 . D. J. Harrold, J. Cao, and Z. Fan, \"Data-Driven Battery Operation For Energy Arbitrage Using Rainbow Deep Reinforcement Learning,\" in Energy, 2021."},{"key":"e_1_3_2_1_133_1","volume-title":"Human-Level Control Through Deep Reinforcement Learning,\" in Nature","author":"Mnih V.","year":"2015","unstructured":"V. Mnih , K. Kavukcuoglu , D. Silver , A. A. Rusu , J. Veness , M. G. Bellemare , A. Graves , M. Riedmiller , A. K. Fidjeland , G. Ostrovski , S. Petersen , C. Beattie , A. Sadik , I. Antonoglou , H. King , D. Kumaran , D. Wierstra , S. Legg , and D. Hassabis , \" Human-Level Control Through Deep Reinforcement Learning,\" in Nature , 2015 . V. Mnih, K. Kavukcuoglu, D. Silver, A. A. Rusu, J. Veness, M. G. Bellemare, A. Graves, M. Riedmiller, A. K. Fidjeland, G. Ostrovski, S. Petersen, C. Beattie, A. Sadik, I. Antonoglou, H. King, D. Kumaran, D. Wierstra, S. Legg, and D. Hassabis, \"Human-Level Control Through Deep Reinforcement Learning,\" in Nature, 2015."},{"key":"e_1_3_2_1_134_1","volume-title":"Value-Difference Based Exploration: Adaptive Control between Epsilon-Greedy and Softmax,\" in AAAI","author":"Tokic M.","year":"2011","unstructured":"M. Tokic and G. Palm , \" Value-Difference Based Exploration: Adaptive Control between Epsilon-Greedy and Softmax,\" in AAAI , 2011 . M. Tokic and G. Palm, \"Value-Difference Based Exploration: Adaptive Control between Epsilon-Greedy and Softmax,\" in AAAI, 2011."},{"key":"e_1_3_2_1_135_1","volume-title":"Feed-Forward Neural Networks,\" in IEEE Potentials","author":"Bebis G.","year":"1994","unstructured":"G. Bebis and M. Georgiopoulos , \" Feed-Forward Neural Networks,\" in IEEE Potentials , 1994 . G. Bebis and M. Georgiopoulos, \"Feed-Forward Neural Networks,\" in IEEE Potentials, 1994."},{"key":"e_1_3_2_1_136_1","volume-title":"Neural Netw. Learn. Sys","author":"De Villiers J.","year":"1993","unstructured":"J. De Villiers and E. Barnard , \" Backpropagation Neural Nets with One and Two Hidden Layers,\" in IEEE Trans . Neural Netw. Learn. Sys , 1993 . J. De Villiers and E. Barnard, \"Backpropagation Neural Nets with One and Two Hidden Layers,\" in IEEE Trans. Neural Netw. Learn. Sys, 1993."},{"key":"e_1_3_2_1_137_1","volume-title":"Searching for Activation Functions,\" in arXiv","author":"Ramachandran P.","year":"2017","unstructured":"P. Ramachandran , B. Zoph , and Q. V. Le , \" Searching for Activation Functions,\" in arXiv , 2017 . P. Ramachandran, B. Zoph, and Q. V. Le, \"Searching for Activation Functions,\" in arXiv, 2017."},{"key":"e_1_3_2_1_138_1","unstructured":"A. F. Agarap \"Deep Learning using Rectified Linear Units (ReLU) \" in arXiv 2018.  A. F. Agarap \"Deep Learning using Rectified Linear Units (ReLU) \" in arXiv 2018."},{"key":"e_1_3_2_1_139_1","unstructured":"T. L. Paine C. Paduraru A. Michi C. Gulcehre K. Zolna A. Novikov Z. Wang and N. de Freitas \"Hyperparameter Selection For Offline Reinforcement Learning \" in arXiv 2020.  T. L. Paine C. Paduraru A. Michi C. Gulcehre K. Zolna A. Novikov Z. Wang and N. de Freitas \"Hyperparameter Selection For Offline Reinforcement Learning \" in arXiv 2020."},{"key":"e_1_3_2_1_140_1","doi-asserted-by":"publisher","DOI":"10.1145\/3316781.3317867"},{"key":"e_1_3_2_1_141_1","volume-title":"A Survey of Cross-Validation Procedures for Model Selection,\" SS","author":"Arlot S.","year":"2010","unstructured":"S. Arlot and A. Celisse , \" A Survey of Cross-Validation Procedures for Model Selection,\" SS , 2010 . S. Arlot and A. Celisse, \"A Survey of Cross-Validation Procedures for Model Selection,\" SS, 2010."},{"key":"e_1_3_2_1_142_1","unstructured":"D. C. Montgomery \"Design and Analysis of Experiments \" 2017.  D. C. Montgomery \"Design and Analysis of Experiments \" 2017."},{"key":"e_1_3_2_1_143_1","unstructured":"Linux Mint 20.1 \"Ulyssa\" htttps:\/\/linuxmint.com\/edition.php?id=284.  Linux Mint 20.1 \"Ulyssa\" htttps:\/\/linuxmint.com\/edition.php?id=284."},{"key":"e_1_3_2_1_144_1","volume":"199","author":"Tweedie S. C.","unstructured":"S. C. Tweedie , \"Journaling the Linux ext2fs Filesystem,\" in The Fourth Annual Linux Expo , 199 8. S. C. Tweedie et al., \"Journaling the Linux ext2fs Filesystem,\" in The Fourth Annual Linux Expo, 1998.","journal-title":"\"Journaling the Linux ext2fs Filesystem,\" in The Fourth Annual Linux Expo"},{"key":"e_1_3_2_1_145_1","volume-title":"TF-Agents: A Library for Reinforcement Learning in TensorFlow, https:\/\/github.com\/tensorflow\/agents","author":"Guadarrama S.","year":"2018","unstructured":"S. Guadarrama , A. Korattikara , O. Ramirez , P. Castro , E. Holly , S. Fishman , K. Wang , E. Gonina , N. Wu , E. Kokiopoulou , L. Sbaiz , J. Smith , G. Bart\u00f3k , J. Berent , C. Harris , V. Vanhoucke , and E. Brevdo , \" TF-Agents: A Library for Reinforcement Learning in TensorFlow, https:\/\/github.com\/tensorflow\/agents ,\" 2018 . S. Guadarrama, A. Korattikara, O. Ramirez, P. Castro, E. Holly, S. Fishman, K. Wang, E. Gonina, N. Wu, E. Kokiopoulou, L. Sbaiz, J. Smith, G. Bart\u00f3k, J. Berent, C. Harris, V. Vanhoucke, and E. Brevdo, \"TF-Agents: A Library for Reinforcement Learning in TensorFlow, https:\/\/github.com\/tensorflow\/agents,\" 2018."},{"key":"e_1_3_2_1_146_1","unstructured":"AMD \"AMD Ryzen\u2122 7 PRO 2700 Processor https:\/\/www.amd.com\/en\/products\/cpu\/amd-ryzen-7-2700.\"  AMD \"AMD Ryzen \u2122 7 PRO 2700 Processor https:\/\/www.amd.com\/en\/products\/cpu\/amd-ryzen-7-2700.\""},{"key":"e_1_3_2_1_147_1","volume-title":"Benchmarking Cloud Serving Systems With YCSB,\" in SOCC","author":"Cooper B. F.","year":"2010","unstructured":"B. F. Cooper , A. Silberstein , E. Tam , R. Ramakrishnan , and R. Sears , \" Benchmarking Cloud Serving Systems With YCSB,\" in SOCC , 2010 . B. F. Cooper, A. Silberstein, E. Tam, R. Ramakrishnan, and R. Sears, \"Benchmarking Cloud Serving Systems With YCSB,\" in SOCC, 2010."},{"key":"e_1_3_2_1_148_1","volume-title":"A Metadata Prefetching Mechanism for Hybrid Memory Architectures,\" in COOL CHIPS","author":"Tsukada S.","year":"2021","unstructured":"S. Tsukada , H. Takayashiki , M. Sato , K. Komatsu , and H. Kobayashi , \" A Metadata Prefetching Mechanism for Hybrid Memory Architectures,\" in COOL CHIPS , 2021 . S. Tsukada, H. Takayashiki, M. Sato, K. Komatsu, and H. Kobayashi, \"A Metadata Prefetching Mechanism for Hybrid Memory Architectures,\" in COOL CHIPS, 2021."},{"key":"e_1_3_2_1_149_1","volume-title":"Programmatically Interpretable Reinforcement Learning,\" in ICML","author":"Verma A.","year":"2018","unstructured":"A. Verma , V. Murali , R. Singh , P. Kohli , and S. Chaudhuri , \" Programmatically Interpretable Reinforcement Learning,\" in ICML , 2018 . A. Verma, V. Murali, R. Singh, P. Kohli, and S. Chaudhuri, \"Programmatically Interpretable Reinforcement Learning,\" in ICML, 2018."},{"key":"e_1_3_2_1_150_1","volume-title":"Toward Interpretable Deep Reinforcement Learning With Linear Model u-Trees,\" in ECML PKDD","author":"Liu G.","year":"2018","unstructured":"G. Liu , O. Schulte , W. Zhu , and Q. Li , \" Toward Interpretable Deep Reinforcement Learning With Linear Model u-Trees,\" in ECML PKDD , 2018 . G. Liu, O. Schulte, W. Zhu, and Q. Li, \"Toward Interpretable Deep Reinforcement Learning With Linear Model u-Trees,\" in ECML PKDD, 2018."},{"key":"e_1_3_2_1_151_1","volume-title":"Explainable Reinforcement Learning via Reward Decomposition,\" in IJCAI-ECAI","author":"Juozapaitis Z.","year":"2019","unstructured":"Z. Juozapaitis , A. Koul , A. Fern , M. Erwig , and F. Doshi-Velez , \" Explainable Reinforcement Learning via Reward Decomposition,\" in IJCAI-ECAI , 2019 . Z. Juozapaitis, A. Koul, A. Fern, M. Erwig, and F. Doshi-Velez, \"Explainable Reinforcement Learning via Reward Decomposition,\" in IJCAI-ECAI, 2019."},{"key":"e_1_3_2_1_152_1","volume-title":"Explainable Reinforcement Learning Through a Causal Lens,\" in AAAI","author":"Madumal P.","year":"2020","unstructured":"P. Madumal , T. Miller , L. Sonenberg , and F. Vetere , \" Explainable Reinforcement Learning Through a Causal Lens,\" in AAAI , 2020 . P. Madumal, T. Miller, L. Sonenberg, and F. Vetere, \"Explainable Reinforcement Learning Through a Causal Lens,\" in AAAI, 2020."},{"key":"e_1_3_2_1_153_1","volume-title":"Interestingness Elements For Explainable Reinforcement Learning: Understanding Agents' Capabilities and Limitations,\" in AI","author":"Sequeira P.","year":"2020","unstructured":"P. Sequeira and M. Gervasio , \" Interestingness Elements For Explainable Reinforcement Learning: Understanding Agents' Capabilities and Limitations,\" in AI , 2020 . P. Sequeira and M. Gervasio, \"Interestingness Elements For Explainable Reinforcement Learning: Understanding Agents' Capabilities and Limitations,\" in AI, 2020."},{"key":"e_1_3_2_1_154_1","volume-title":"Explainable Reinforcement Learning: A Survey,\" in CD-MAKE","author":"Puiutta E.","year":"2020","unstructured":"E. Puiutta and E. Veith , \" Explainable Reinforcement Learning: A Survey,\" in CD-MAKE , 2020 . E. Puiutta and E. Veith, \"Explainable Reinforcement Learning: A Survey,\" in CD-MAKE, 2020."},{"key":"e_1_3_2_1_155_1","volume-title":"Utility-Based Hybrid Memory Management,\" in CLUSTER","author":"Li Y.","year":"2017","unstructured":"Y. Li , S. Ghose , J. Choi , J. Sun , H. Wang , and O. Mutlu , \" Utility-Based Hybrid Memory Management,\" in CLUSTER , 2017 . Y. Li, S. Ghose, J. Choi, J. Sun, H. Wang, and O. Mutlu, \"Utility-Based Hybrid Memory Management,\" in CLUSTER, 2017."},{"key":"e_1_3_2_1_156_1","volume-title":"Page Placement Strategies for GPUs Within Heterogeneous Memory Systems,\" in ASPLOS","author":"Agarwal N.","year":"2015","unstructured":"N. Agarwal , D. Nellans , M. Stephenson , M. O'Connor , and S. W. Keckler , \" Page Placement Strategies for GPUs Within Heterogeneous Memory Systems,\" in ASPLOS , 2015 . N. Agarwal, D. Nellans, M. Stephenson, M. O'Connor, and S. W. Keckler, \"Page Placement Strategies for GPUs Within Heterogeneous Memory Systems,\" in ASPLOS, 2015."},{"key":"e_1_3_2_1_157_1","doi-asserted-by":"publisher","DOI":"10.1145\/3037697.3037706"},{"key":"e_1_3_2_1_158_1","doi-asserted-by":"crossref","unstructured":"B. Goglin \"Exposing the Locality of Heterogeneous Memory Architectures to HPC Applications \" in MEMSYS 2016.  B. Goglin \"Exposing the Locality of Heterogeneous Memory Architectures to HPC Applications \" in MEMSYS 2016.","DOI":"10.1145\/2989081.2989115"},{"key":"e_1_3_2_1_159_1","volume-title":"Disintegrated Control for Energy-Efficient and Heterogeneous Memory Systems,\" in HPCA","author":"Ham T. J.","year":"2013","unstructured":"T. J. Ham , B. K. Chelepalli , N. Xue , and B. C. Lee , \" Disintegrated Control for Energy-Efficient and Heterogeneous Memory Systems,\" in HPCA , 2013 . T. J. Ham, B. K. Chelepalli, N. Xue, and B. C. Lee, \"Disintegrated Control for Energy-Efficient and Heterogeneous Memory Systems,\" in HPCA, 2013."},{"key":"e_1_3_2_1_160_1","doi-asserted-by":"publisher","DOI":"10.1145\/2872362.2872401"},{"key":"e_1_3_2_1_161_1","doi-asserted-by":"publisher","DOI":"10.1145\/2989081.2989109"},{"key":"e_1_3_2_1_162_1","volume-title":"Data Placement in HPC Architectures With Heterogeneous Off-Chip Memory,\" in ICCD","author":"Pavlovic M.","year":"2013","unstructured":"M. Pavlovic , N. Puzovic , and A. Ramirez , \" Data Placement in HPC Architectures With Heterogeneous Off-Chip Memory,\" in ICCD , 2013 . M. Pavlovic, N. Puzovic, and A. Ramirez, \"Data Placement in HPC Architectures With Heterogeneous Off-Chip Memory,\" in ICCD, 2013."},{"key":"e_1_3_2_1_163_1","volume-title":"Toward the Efficient Use of Multiple Explicitly Managed Memory Subsystems,\" in CLUSTER","author":"Pena A. J.","year":"2014","unstructured":"A. J. Pena and P. Balaji , \" Toward the Efficient Use of Multiple Explicitly Managed Memory Subsystems,\" in CLUSTER , 2014 . A. J. Pena and P. Balaji, \"Toward the Efficient Use of Multiple Explicitly Managed Memory Subsystems,\" in CLUSTER, 2014."},{"key":"e_1_3_2_1_164_1","volume-title":"Scalable High Performance Main Memory System Using Phase-Change Memory Technology,\" in ISCA","author":"Qureshi M. K.","year":"2009","unstructured":"M. K. Qureshi , V. Srinivasan , and J. A. Rivers , \" Scalable High Performance Main Memory System Using Phase-Change Memory Technology,\" in ISCA , 2009 . M. K. Qureshi, V. Srinivasan, and J. A. Rivers, \"Scalable High Performance Main Memory System Using Phase-Change Memory Technology,\" in ISCA, 2009."},{"key":"e_1_3_2_1_165_1","volume-title":"Row Buffer Locality Aware Caching Policies for Hybrid Memories,\" in ICCD","author":"Yoon H.","year":"2012","unstructured":"H. Yoon , J. Meza , R. Ausavarungnirun , R. A. Harding , and O. Mutlu , \" Row Buffer Locality Aware Caching Policies for Hybrid Memories,\" in ICCD , 2012 . H. Yoon, J. Meza, R. Ausavarungnirun, R. A. Harding, and O. Mutlu, \"Row Buffer Locality Aware Caching Policies for Hybrid Memories,\" in ICCD, 2012."},{"key":"e_1_3_2_1_166_1","volume-title":"Enabling Efficient and Scalable Hybrid Memories Using Fine-Granularity DRAM Cache Management,\" in IEEE CAL","author":"Meza J.","year":"2012","unstructured":"J. Meza , J. Chang , H. Yoon , O. Mutlu , and P. Ranganathan , \" Enabling Efficient and Scalable Hybrid Memories Using Fine-Granularity DRAM Cache Management,\" in IEEE CAL , 2012 . J. Meza, J. Chang, H. Yoon, O. Mutlu, and P. Ranganathan, \"Enabling Efficient and Scalable Hybrid Memories Using Fine-Granularity DRAM Cache Management,\" in IEEE CAL, 2012."},{"key":"e_1_3_2_1_167_1","doi-asserted-by":"publisher","DOI":"10.1145\/2830772.2830802"},{"key":"e_1_3_2_1_168_1","volume-title":"Disintegrated Control for Energy-Efficient and Heterogeneous Memory Systems,\" in HPCA","author":"Ham T. J.","year":"2013","unstructured":"T. J. Ham , B. K. Chelepalli , N. Xue , and B. C. Lee , \" Disintegrated Control for Energy-Efficient and Heterogeneous Memory Systems,\" in HPCA , 2013 . T. J. Ham, B. K. Chelepalli, N. Xue, and B. C. Lee, \"Disintegrated Control for Energy-Efficient and Heterogeneous Memory Systems,\" in HPCA, 2013."},{"key":"e_1_3_2_1_169_1","volume-title":"AutoTiering: Automatic Data Placement Manager in Multi-Tier All-Flash Datacenter,\" in IPCCC","author":"Yang Z.","year":"2017","unstructured":"Z. Yang , M. Hoseinzadeh , A. Andrews , C. Mayers , D. T. Evans , R. T. Bolt , J. Bhimani , N. Mi , and S. Swanson , \" AutoTiering: Automatic Data Placement Manager in Multi-Tier All-Flash Datacenter,\" in IPCCC , 2017 . Z. Yang, M. Hoseinzadeh, A. Andrews, C. Mayers, D. T. Evans, R. T. Bolt, J. Bhimani, N. Mi, and S. Swanson, \"AutoTiering: Automatic Data Placement Manager in Multi-Tier All-Flash Datacenter,\" in IPCCC, 2017."},{"key":"e_1_3_2_1_170_1","volume-title":"BATMAN: Maximizing Bandwidth Utilization of Hybrid Memory Systems.\" Citeseer","author":"Chou C.","year":"2015","unstructured":"C. Chou , A. Jaleel , and M. K. Qureshi , \" BATMAN: Maximizing Bandwidth Utilization of Hybrid Memory Systems.\" Citeseer , 2015 . C. Chou, A. Jaleel, and M. K. Qureshi, \"BATMAN: Maximizing Bandwidth Utilization of Hybrid Memory Systems.\" Citeseer, 2015."},{"key":"e_1_3_2_1_171_1","volume-title":"High-Performance Storage System Combining SSDs and HDDs,\" in MASCOTS","author":"Kim Y.","year":"2011","unstructured":"Y. Kim , A. Gupta , B. Urgaonkar , P. Berman , and A. Sivasubramaniam , \" Hybrid-Store: A Cost-Efficient , High-Performance Storage System Combining SSDs and HDDs,\" in MASCOTS , 2011 . Y. Kim, A. Gupta, B. Urgaonkar, P. Berman, and A. Sivasubramaniam, \"Hybrid-Store: A Cost-Efficient, High-Performance Storage System Combining SSDs and HDDs,\" in MASCOTS, 2011."},{"key":"e_1_3_2_1_172_1","volume-title":"Panthera: Holistic Memory Management for Big Data Processing over Hybrid Memories,\" in PLDI","author":"Wang C.","year":"2019","unstructured":"C. Wang , H. Cui , T. Cao , J. Zigman , H. Volos , O. Mutlu , F. Lv , X. Feng , and G. H. Xu , \" Panthera: Holistic Memory Management for Big Data Processing over Hybrid Memories,\" in PLDI , 2019 . C. Wang, H. Cui, T. Cao, J. Zigman, H. Volos, O. Mutlu, F. Lv, X. Feng, and G. H. Xu, \"Panthera: Holistic Memory Management for Big Data Processing over Hybrid Memories,\" in PLDI, 2019."},{"key":"e_1_3_2_1_173_1","volume-title":"Page Placement in Hybrid Memory Systems,\" in ICS","author":"Ramos L. E.","year":"2011","unstructured":"L. E. Ramos , E. Gorbatov , and R. Bianchini , \" Page Placement in Hybrid Memory Systems,\" in ICS , 2011 . L. E. Ramos, E. Gorbatov, and R. Bianchini, \"Page Placement in Hybrid Memory Systems,\" in ICS, 2011."},{"key":"e_1_3_2_1_174_1","volume-title":"Hierarchical Hybrid Memory Management in OS for Tiered Memory Systems,\" in TPDS","author":"Liu L.","year":"2019","unstructured":"L. Liu , S. Yang , L. Peng , and X. Li , \" Hierarchical Hybrid Memory Management in OS for Tiered Memory Systems,\" in TPDS , 2019 . L. Liu, S. Yang, L. Peng, and X. Li, \"Hierarchical Hybrid Memory Management in OS for Tiered Memory Systems,\" in TPDS, 2019."},{"key":"e_1_3_2_1_175_1","volume-title":"Optimal Data Placement for Data-Centric Algorithms on NVM-Based Hybrid Memory,\" in DSAA","author":"Luo Y.","year":"2020","unstructured":"Y. Luo , P. Jin , and S. Wan , \" Optimal Data Placement for Data-Centric Algorithms on NVM-Based Hybrid Memory,\" in DSAA , 2020 . Y. Luo, P. Jin, and S. Wan, \"Optimal Data Placement for Data-Centric Algorithms on NVM-Based Hybrid Memory,\" in DSAA, 2020."},{"key":"e_1_3_2_1_176_1","volume-title":"Cori: Dancing to the Right Beat of Periodic Data Movements over Hybrid Memory Systems,\" in IPDPS","author":"Doudali T. D.","year":"2021","unstructured":"T. D. Doudali , D. Zahka , and A. Gavrilovska , \" Cori: Dancing to the Right Beat of Periodic Data Movements over Hybrid Memory Systems,\" in IPDPS , 2021 . T. D. Doudali, D. Zahka, and A. Gavrilovska, \"Cori: Dancing to the Right Beat of Periodic Data Movements over Hybrid Memory Systems,\" in IPDPS, 2021."},{"key":"e_1_3_2_1_177_1","volume-title":"Machine Learning-based Adaptive Migration Algorithm for Hybrid Storage Systems,\" in TOS","author":"Shetti M.","year":"2019","unstructured":"M. Shetti , B. Li , and D. Du , \" Machine Learning-based Adaptive Migration Algorithm for Hybrid Storage Systems,\" in TOS , 2019 . M. Shetti, B. Li, and D. Du, \"Machine Learning-based Adaptive Migration Algorithm for Hybrid Storage Systems,\" in TOS, 2019."},{"key":"e_1_3_2_1_178_1","volume-title":"Machine Learning Based Design Space Exploration for Hybrid Main-Memory Design,\" in MEMSYS","author":"Sen S.","year":"2019","unstructured":"S. Sen and N. Imam , \" Machine Learning Based Design Space Exploration for Hybrid Main-Memory Design,\" in MEMSYS , 2019 . S. Sen and N. Imam, \"Machine Learning Based Design Space Exploration for Hybrid Main-Memory Design,\" in MEMSYS, 2019."},{"key":"e_1_3_2_1_179_1","volume-title":"A Learning-Based Data Placement Framework for Low Latency in Data Center Networks,\" in TCC","author":"Liu K.","year":"2019","unstructured":"K. Liu , J. Peng , J. Wang , B. Yu , Z. Liao , Z. Huang , and J. Pan , \" A Learning-Based Data Placement Framework for Low Latency in Data Center Networks,\" in TCC , 2019 . K. Liu, J. Peng, J. Wang, B. Yu, Z. Liao, Z. Huang, and J. Pan, \"A Learning-Based Data Placement Framework for Low Latency in Data Center Networks,\" in TCC, 2019."},{"key":"e_1_3_2_1_180_1","volume-title":"Reinforcement Learning-Based SLC Cache Technique for Enhancing SSD Write Performance,\" in USENIX HotStorage","author":"Yoo S.","year":"2020","unstructured":"S. Yoo and D. Shin , \" Reinforcement Learning-Based SLC Cache Technique for Enhancing SSD Write Performance,\" in USENIX HotStorage , 2020 . S. Yoo and D. Shin, \"Reinforcement Learning-Based SLC Cache Technique for Enhancing SSD Write Performance,\" in USENIX HotStorage, 2020."},{"key":"e_1_3_2_1_181_1","volume-title":"A Reinforcement Learning Based System for Minimizing Cloud Storage Service Cost,\" in ICPP","author":"Wang H.","year":"2020","unstructured":"H. Wang , H. Shen , Q. Liu , K. Zheng , and J. Xu , \" A Reinforcement Learning Based System for Minimizing Cloud Storage Service Cost,\" in ICPP , 2020 . H. Wang, H. Shen, Q. Liu, K. Zheng, and J. Xu, \"A Reinforcement Learning Based System for Minimizing Cloud Storage Service Cost,\" in ICPP, 2020."},{"key":"e_1_3_2_1_182_1","volume-title":"Reinforcement Learning-Assisted Garbage Collection to Mitigate Long-Tail Latency in SSD,\" in TECS","author":"Kang W.","year":"2017","unstructured":"W. Kang , D. Shin , and S. Yoo , \" Reinforcement Learning-Assisted Garbage Collection to Mitigate Long-Tail Latency in SSD,\" in TECS , 2017 . W. Kang, D. Shin, and S. Yoo, \"Reinforcement Learning-Assisted Garbage Collection to Mitigate Long-Tail Latency in SSD,\" in TECS, 2017."},{"key":"e_1_3_2_1_183_1","volume-title":"Dynamic Management of Key States for Reinforcement Learning-assisted Garbage Collection to Reduce Long Tail Latency in SSD,\" in DAC","author":"Kang W.","year":"2018","unstructured":"W. Kang and S. Yoo , \" Dynamic Management of Key States for Reinforcement Learning-assisted Garbage Collection to Reduce Long Tail Latency in SSD,\" in DAC , 2018 . W. Kang and S. Yoo, \"Dynamic Management of Key States for Reinforcement Learning-assisted Garbage Collection to Reduce Long Tail Latency in SSD,\" in DAC, 2018."},{"key":"e_1_3_2_1_184_1","volume-title":"A Deep Reinforcement Learning Framework for Architectural Exploration: A Routerless NoC Case Study,\" in HPCA","author":"Lin T.-R.","year":"2020","unstructured":"T.-R. Lin , D. Penney , M. Pedram , and L. Chen , \" A Deep Reinforcement Learning Framework for Architectural Exploration: A Routerless NoC Case Study,\" in HPCA , 2020 . T.-R. Lin, D. Penney, M. Pedram, and L. Chen, \"A Deep Reinforcement Learning Framework for Architectural Exploration: A Routerless NoC Case Study,\" in HPCA, 2020."},{"key":"e_1_3_2_1_185_1","volume-title":"An Imitation Learning Approach for Cache Replacement,\" in ICML","author":"Liu E.","year":"2020","unstructured":"E. Liu , M. Hashemi , K. Swersky , P. Ranganathan , and J. Ahn , \" An Imitation Learning Approach for Cache Replacement,\" in ICML , 2020 . E. Liu, M. Hashemi, K. Swersky, P. Ranganathan, and J. Ahn, \"An Imitation Learning Approach for Cache Replacement,\" in ICML, 2020."},{"key":"e_1_3_2_1_186_1","volume-title":"Toward More Efficient NoC Arbitration: A Deep Reinforcement Learning Approach,\" in AIDArc","author":"Yin J.","year":"2018","unstructured":"J. Yin , Y. Eckert , S. Che , M. Oskin , and G. Loh , \" Toward More Efficient NoC Arbitration: A Deep Reinforcement Learning Approach,\" in AIDArc , 2018 . J. Yin, Y. Eckert, S. Che, M. Oskin, and G. Loh, \"Toward More Efficient NoC Arbitration: A Deep Reinforcement Learning Approach,\" in AIDArc, 2018."},{"key":"e_1_3_2_1_187_1","volume-title":"Dynamic Voltage and Frequency Scaling in NoCs With Supervised and Reinforcement Learning Techniques,\" in TC","author":"Fettes Q.","year":"2018","unstructured":"Q. Fettes , M. Clark , R. Bunescu , A. Karanth , and A. Louri , \" Dynamic Voltage and Frequency Scaling in NoCs With Supervised and Reinforcement Learning Techniques,\" in TC , 2018 . Q. Fettes, M. Clark, R. Bunescu, A. Karanth, and A. Louri, \"Dynamic Voltage and Frequency Scaling in NoCs With Supervised and Reinforcement Learning Techniques,\" in TC, 2018."},{"key":"e_1_3_2_1_188_1","volume-title":"Bae et al., \"Chip Placement With Deep Reinforcement Learning,\" Nature","author":"Mirhoseini A.","year":"2021","unstructured":"A. Mirhoseini , A. Goldie , M. Yazgan , J. Jiang , E. Songhori , S. Wang , Y.-J. Lee , E. Johnson , O. Pathak , S. Bae et al., \"Chip Placement With Deep Reinforcement Learning,\" Nature , 2021 . A. Mirhoseini, A. Goldie, M. Yazgan, J. Jiang, E. Songhori, S. Wang, Y.-J. Lee, E. Johnson, O. Pathak, S. Bae et al., \"Chip Placement With Deep Reinforcement Learning,\" Nature, 2021."},{"key":"e_1_3_2_1_189_1","doi-asserted-by":"crossref","unstructured":"O. Mutlu \"Intelligent Architectures for Intelligent Computing Systems \" in DATE 2021.  O. Mutlu \"Intelligent Architectures for Intelligent Computing Systems \" in DATE 2021.","DOI":"10.23919\/DATE51398.2021.9474073"},{"key":"e_1_3_2_1_190_1","volume-title":"Semantic Locality and Context-based Prefetching Using Reinforcement Learning,\" in ISCA","author":"Peled L.","year":"2015","unstructured":"L. Peled , S. Mannor , U. Weiser , and Y. Etsion , \" Semantic Locality and Context-based Prefetching Using Reinforcement Learning,\" in ISCA , 2015 . L. Peled, S. Mannor, U. Weiser, and Y. Etsion, \"Semantic Locality and Context-based Prefetching Using Reinforcement Learning,\" in ISCA, 2015."},{"key":"e_1_3_2_1_191_1","volume-title":"Dynamic Multicore Resource Management: A Machine Learning Approach,\" in IEEE Micro","author":"Martinez J. F.","year":"2009","unstructured":"J. F. Martinez and E. Ipek , \" Dynamic Multicore Resource Management: A Machine Learning Approach,\" in IEEE Micro , 2009 . J. F. Martinez and E. Ipek, \"Dynamic Multicore Resource Management: A Machine Learning Approach,\" in IEEE Micro, 2009."},{"key":"e_1_3_2_1_192_1","volume-title":"MORSE: Multi-Objective Reconfigurable Self-Optimizing Memory Scheduler,\" in HPCA","author":"Mukundan J.","year":"2012","unstructured":"J. Mukundan and J. F. Martinez , \" MORSE: Multi-Objective Reconfigurable Self-Optimizing Memory Scheduler,\" in HPCA , 2012 . J. Mukundan and J. F. Martinez, \"MORSE: Multi-Objective Reconfigurable Self-Optimizing Memory Scheduler,\" in HPCA, 2012."},{"key":"e_1_3_2_1_193_1","volume-title":"Machine Learned Machines: Adaptive Co-optimization of Caches, Cores, and On-chip Network,\" in DATE","author":"Jain R.","year":"2016","unstructured":"R. Jain , P. R. Panda , and S. Subramoney , \" Machine Learned Machines: Adaptive Co-optimization of Caches, Cores, and On-chip Network,\" in DATE , 2016 . R. Jain, P. R. Panda, and S. Subramoney, \"Machine Learned Machines: Adaptive Co-optimization of Caches, Cores, and On-chip Network,\" in DATE, 2016."},{"key":"e_1_3_2_1_194_1","volume-title":"Agile: A Learning-Enabled Power And Performance-Efficient Network-On-Chip Design,\" in TETCI","author":"Zheng H.","year":"2020","unstructured":"H. Zheng and A. Louri , \" Agile: A Learning-Enabled Power And Performance-Efficient Network-On-Chip Design,\" in TETCI , 2020 . H. Zheng and A. Louri, \"Agile: A Learning-Enabled Power And Performance-Efficient Network-On-Chip Design,\" in TETCI, 2020."},{"key":"e_1_3_2_1_195_1","volume-title":"A Q-Learning Based Self-Adaptive I\/O Communication for 2.5D Integrated Many-Core Microprocessor and Memory,\" in IEEE TOC","author":"Yu S. M. PD, H.","year":"2015","unstructured":"S. M. PD, H. Yu , H. Huang , and D. Xu , \" A Q-Learning Based Self-Adaptive I\/O Communication for 2.5D Integrated Many-Core Microprocessor and Memory,\" in IEEE TOC , 2015 . S. M. PD, H. Yu, H. Huang, and D. Xu, \"A Q-Learning Based Self-Adaptive I\/O Communication for 2.5D Integrated Many-Core Microprocessor and Memory,\" in IEEE TOC, 2015."}],"event":{"name":"ISCA '22: The 49th Annual International Symposium on Computer Architecture","location":"New York New York","acronym":"ISCA '22","sponsor":["SIGARCH ACM Special Interest Group on Computer Architecture","IEEE CS TCAA IEEE CS technical committee on architectural acoustics"]},"container-title":["Proceedings of the 49th Annual International Symposium on Computer Architecture"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3470496.3527442","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3470496.3527442","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T20:18:54Z","timestamp":1750191534000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3470496.3527442"}},"subtitle":["adaptive and extensible data placement in hybrid storage systems using online reinforcement learning"],"short-title":[],"issued":{"date-parts":[[2022,6,11]]},"references-count":194,"alternative-id":["10.1145\/3470496.3527442","10.1145\/3470496"],"URL":"https:\/\/doi.org\/10.1145\/3470496.3527442","relation":{},"subject":[],"published":{"date-parts":[[2022,6,11]]},"assertion":[{"value":"2022-06-11","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}