{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,7]],"date-time":"2026-04-07T21:52:04Z","timestamp":1775598724619,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":26,"publisher":"ACM","license":[{"start":{"date-parts":[[2020,9,28]],"date-time":"2020-09-28T00:00:00Z","timestamp":1601251200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/100006602","name":"Air Force Research Laboratory","doi-asserted-by":"publisher","award":["FA8750-18-S-7001"],"award-info":[{"award-number":["FA8750-18-S-7001"]}],"id":[{"id":"10.13039\/100006602","id-type":"DOI","asserted-by":"publisher"}]},{"name":"National Science Foundation","award":["1912680"],"award-info":[{"award-number":["1912680"]}]},{"name":"Google","award":["Faculty Research Award"],"award-info":[{"award-number":["Faculty Research Award"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2020,9,28]]},"DOI":"10.1145\/3422575.3422807","type":"proceedings-article","created":{"date-parts":[[2021,3,22]],"date-time":"2021-03-22T01:43:40Z","timestamp":1616377420000},"page":"352-362","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":21,"title":["RAOP: Recurrent Neural Network Augmented Offset Prefetcher"],"prefix":"10.1145","author":[{"given":"Pengmiao","family":"Zhang","sequence":"first","affiliation":[{"name":"University of Southern California, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ajitesh","family":"Srivastava","sequence":"additional","affiliation":[{"name":"University of Southern California, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Benjamin","family":"Brooks","sequence":"additional","affiliation":[{"name":"University of Southern California, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rajgopal","family":"Kannan","sequence":"additional","affiliation":[{"name":"Army Research Lab - West, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Viktor K.","family":"Prasanna","sequence":"additional","affiliation":[{"name":"University of Southern California, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2021,3,21]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Understanding Memory Access Patterns for Prefetching. In International Workshop on AI-assisted Design for Architecture (AIDArc), held in conjunction with ISCA.","author":"Braun Peter","year":"2019"},{"key":"e_1_3_2_1_2_1","volume-title":"Proc. of IEEE International Conference on Control and Automation.","author":"Carvalho Carlos","year":"2002"},{"key":"e_1_3_2_1_3_1","unstructured":"\u201dChampSim\u201d. 2017. https:\/\/github.com\/ChampSim\/ChampSim.  \u201dChampSim\u201d. 2017. https:\/\/github.com\/ChampSim\/ChampSim."},{"key":"e_1_3_2_1_4_1","unstructured":"Junyoung Chung Caglar Gulcehre KyungHyun Cho and Yoshua Bengio. 2014. Empirical evaluation of gated recurrent neural networks on sequence modeling. arXiv preprint arXiv:1412.3555(2014).  Junyoung Chung Caglar Gulcehre KyungHyun Cho and Yoshua Bengio. 2014. Empirical evaluation of gated recurrent neural networks on sequence modeling. arXiv preprint arXiv:1412.3555(2014)."},{"key":"e_1_3_2_1_5_1","volume-title":"CPU2017\u201d. 2017","year":"2017"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"crossref","unstructured":"Felix\u00a0A Gers J\u00fcrgen Schmidhuber and Fred Cummins. 1999. Learning to forget: Continual prediction with LSTM. (1999).  Felix\u00a0A Gers J\u00fcrgen Schmidhuber and Fred Cummins. 1999. Learning to forget: Continual prediction with LSTM. (1999).","DOI":"10.1049\/cp:19991218"},{"key":"e_1_3_2_1_7_1","unstructured":"Milad Hashemi Kevin Swersky Jamie\u00a0A Smith Grant Ayers Heiner Litz Jichuan Chang Christos Kozyrakis and Parthasarathy Ranganathan. 2018. Learning memory access patterns. arXiv preprint arXiv:1803.02329(2018).  Milad Hashemi Kevin Swersky Jamie\u00a0A Smith Grant Ayers Heiner Litz Jichuan Chang Christos Kozyrakis and Parthasarathy Ranganathan. 2018. Learning memory access patterns. arXiv preprint arXiv:1803.02329(2018)."},{"key":"e_1_3_2_1_8_1","volume-title":"Deep neural networks for acoustic modeling in speech recognition: The shared views of four research groups","author":"Hinton Geoffrey","year":"2012"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/MICRO.2016.7783763"},{"key":"e_1_3_2_1_10_1","volume-title":"Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980(2014).","author":"Kingma P","year":"2014"},{"key":"e_1_3_2_1_11_1","volume-title":"Proceedings of the Conference on High Performance Computing Networking, Storage and Analysis. 1\u201310","author":"Hung Tzu-Han","year":"2009"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/HPCA.2016.7446087"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"crossref","unstructured":"Tom\u00e1\u0161 Mikolov Martin Karafi\u00e1t Luk\u00e1\u0161 Burget Jan \u010cernock\u1ef3 and Sanjeev Khudanpur. 2010. Recurrent neural network based language model. In Eleventh annual conference of the international speech communication association.  Tom\u00e1\u0161 Mikolov Martin Karafi\u00e1t Luk\u00e1\u0161 Burget Jan \u010cernock\u1ef3 and Sanjeev Khudanpur. 2010. Recurrent neural network based language model. In Eleventh annual conference of the international speech communication association.","DOI":"10.21437\/Interspeech.2010-343"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3229543.3229555"},{"key":"e_1_3_2_1_15_1","unstructured":"Leeor Peled Uri Weiser and Yoav Etsion. 2018. A neural network memory prefetcher using semantic locality. arXiv preprint arXiv:1804.00478(2018).  Leeor Peled Uri Weiser and Yoav Etsion. 2018. A neural network memory prefetcher using semantic locality. arXiv preprint arXiv:1804.00478(2018)."},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/885651.781076"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/HPCA.2014.6835971"},{"key":"e_1_3_2_1_18_1","volume-title":"Maximizing Hardware Prefetch Effectiveness with Machine Learning. In 2015 IEEE 17th International Conference on High Performance Computing and Communications","author":"Rahman S","year":"2015"},{"key":"e_1_3_2_1_19_1","unstructured":"Mehran Shakerinava Mohammad Bakhshalipour Pejman Lotfi-Kamran and Hamid Sarbazi-Azad. 2019. Multi-Lookahead Offset Prefetching. The Third Data Prefetching Championship(2019).  Mehran Shakerinava Mohammad Bakhshalipour Pejman Lotfi-Kamran and Hamid Sarbazi-Azad. 2019. Multi-Lookahead Offset Prefetching. The Third Data Prefetching Championship(2019)."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/2830772.2830793"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/1150019.1136508"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/3357526.3357549"},{"key":"e_1_3_2_1_23_1","volume-title":"MemMAP: Compact and Generalizable Meta-LSTM Models for Memory Access Prediction. In Pacific-Asia Conference on Knowledge Discovery and Data Mining. Springer, 57\u201368","author":"Srivastava Ajitesh","year":"2020"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/2.596622"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/2830772.2830807"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/3132402.3132405"}],"event":{"name":"MEMSYS 2020: The International Symposium on Memory Systems","location":"Washington DC USA","acronym":"MEMSYS 2020"},"container-title":["The International Symposium on Memory Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3422575.3422807","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3422575.3422807","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3422575.3422807","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T22:01:55Z","timestamp":1750197715000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3422575.3422807"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,9,28]]},"references-count":26,"alternative-id":["10.1145\/3422575.3422807","10.1145\/3422575"],"URL":"https:\/\/doi.org\/10.1145\/3422575.3422807","relation":{},"subject":[],"published":{"date-parts":[[2020,9,28]]},"assertion":[{"value":"2021-03-21","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}