{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,4]],"date-time":"2026-07-04T11:16:08Z","timestamp":1783163768490,"version":"3.54.6"},"publisher-location":"New York, NY, USA","reference-count":46,"publisher":"ACM","license":[{"start":{"date-parts":[[2026,7,5]],"date-time":"2026-07-05T00:00:00Z","timestamp":1783209600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2026,7,6]]},"DOI":"10.1145\/3774895.3820146","type":"proceedings-article","created":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T09:18:16Z","timestamp":1782811096000},"page":"160-163","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":3,"title":["Extended Abstract: Re-Evaluating the Real-System Modeling Accuracy of Ramulator 2.0"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2718-0297","authenticated-orcid":false,"given":"F. Nisa","family":"Bostanc\u0131","sequence":"first","affiliation":[{"name":"ETH Zurich, SAFARI Research Group, Zurich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-0849-8724","authenticated-orcid":false,"given":"Haocong","family":"Luo","sequence":"additional","affiliation":[{"name":"ETH Zurich, SAFARI Research Group, Zurich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5333-5726","authenticated-orcid":false,"given":"Ataberk","family":"Olgun","sequence":"additional","affiliation":[{"name":"ETH Zurich, SAFARI Research Group, Zurich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-9533-5264","authenticated-orcid":false,"given":"Maria","family":"Makeenkova","sequence":"additional","affiliation":[{"name":"ETH Zurich, SAFARI Research Group, Zurich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1557-4819","authenticated-orcid":false,"given":"Geraldo F.","family":"de Oliveira","sequence":"additional","affiliation":[{"name":"ETH Zurich, SAFARI Research Group, Zurich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9333-6077","authenticated-orcid":false,"given":"Abdullah Giray","family":"Ya\u011fl\u0131k\u00e7\u0131","sequence":"additional","affiliation":[{"name":"ETH Zurich, SAFARI Research Group, Zurich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0075-2312","authenticated-orcid":false,"given":"Onur","family":"Mutlu","sequence":"additional","affiliation":[{"name":"ETH Zurich, SAFARI Research Group, Zurich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2026,7,5]]},"reference":[{"key":"e_1_3_3_2_2_2","unstructured":"Junwhan Ahn Sungpack Hong Sungjoo Yoo Onur Mutlu and Kiyoung Choi. 2023. Retrospective: A Scalable Processing-in-Memory Accelerator for Parallel Graph Processing. Retrospective Issue for ISCA-50."},{"key":"e_1_3_3_2_3_2","doi-asserted-by":"publisher","DOI":"10.1109\/ISPASS69572.2026.00029"},{"key":"e_1_3_3_2_4_2","doi-asserted-by":"crossref","unstructured":"F.\u00a0Nisa Bostanci Haocong Luo Ataberk Olgun Maria Makeenkova Geraldo\u00a0F. Oliveira A.\u00a0Giray Yaglikci and Onur Mutlu. 2026. Cleaning up the Mess: Re-Evaluating the Real-System Modeling Accuracy of Ramulator 2.0. arxiv:https:\/\/arXiv.org\/abs\/2510.15744\u00a0[cs.AR] https:\/\/arxiv.org\/abs\/2510.15744","DOI":"10.1109\/ISPASS69572.2026.00029"},{"key":"e_1_3_3_2_5_2","unstructured":"F.\u00a0Nisa Bostanci Ataberk Olgun Ismail\u00a0Emir Yuksel Haocong Luo and Onur Mutlu. 2026. The First Tutorial on Ramulator and DRAM Bender @ ASPLOS\u201926: Livestream. https:\/\/www.youtube.com\/live\/6uAfgKs1JKI."},{"key":"e_1_3_3_2_6_2","unstructured":"F.\u00a0Nisa Bostanci Ataberk Olgun Ismail\u00a0Emir Yuksel Haocong Luo and Onur Mutlu. 2026. The First Tutorial on Ramulator and DRAM Bender: Cutting-Edge Infrastructures for Real and Future Memory System Evaluation at ASPLOS\u201926. https:\/\/events.safari.ethz.ch\/asplos26-ramulator-drambender\/."},{"key":"e_1_3_3_2_7_2","unstructured":"F.\u00a0Nisa Bostanci Ataberk Olgun Ismail\u00a0Emir Yuksel Haocong Luo and Onur Mutlu. 2026. The Second Tutorial on Ramulator and DRAM Bender: Cutting-Edge Infrastructures for Real and Future Memory System Evaluation at ISCA\u201926. https:\/\/events.safari.ethz.ch\/isca26-ramulator-drambender\/."},{"key":"e_1_3_3_2_8_2","unstructured":"F.\u00a0Nisa Bostanci Ataberk Olgun Ismail\u00a0Emir Yuksel Haocong Luo and Onur Mutlu. 2026. The Third Tutorial on Ramulator and DRAM Bender: Cutting-Edge Infrastructures for Real and Future Memory System Evaluation at ICS\u201926. https:\/\/events.safari.ethz.ch\/ics26-ramulator-drambender\/."},{"key":"e_1_3_3_2_9_2","doi-asserted-by":"crossref","unstructured":"Y. Cai S. Ghose E.\u00a0F. Haratsch Y. Luo and O. Mutlu. 2017. Error Characterization Mitigation and Recovery in Flash Memory Based Solid-State Drives. Proc. IEEE (2017).","DOI":"10.1109\/JPROC.2017.2713127"},{"key":"e_1_3_3_2_10_2","doi-asserted-by":"publisher","DOI":"10.1109\/MICRO61859.2024.00020"},{"key":"e_1_3_3_2_11_2","unstructured":"Esmaili-Dokht Pouya. 2024. A Mess of Memory System Benchmarking Simulation and Application Profiling. https:\/\/zenodo.org\/records\/13748674."},{"key":"e_1_3_3_2_12_2","unstructured":"Saugata Ghose Amirali Boroumand Jeremie\u00a0S Kim Juan G\u00f3mez-Luna and Onur Mutlu. 2019. Processing-in-Memory: A Workload-driven Perspective. IBM JRD (2019)."},{"key":"e_1_3_3_2_13_2","doi-asserted-by":"crossref","unstructured":"Juan G\u00f3mez-Luna Izzat\u00a0El Hajj Ivan Fernandez Christina Giannoula Geraldo\u00a0F Oliveira and Onur Mutlu. 2022. Benchmarking a New Paradigm: An Experimental Analysis of a Real Processing-In-Memory Architecture. IEEE Access (2022).","DOI":"10.1109\/ACCESS.2022.3174101"},{"key":"e_1_3_3_2_14_2","unstructured":"SAFARI\u00a0Research Group. 2015. Ramulator. https:\/\/github.com\/CMU-SAFARI\/ramulator."},{"key":"e_1_3_3_2_15_2","unstructured":"SAFARI\u00a0Research Group. 2023. Ramulator 2.0. https:\/\/github.com\/CMU-SAFARI\/ramulator2."},{"key":"e_1_3_3_2_16_2","unstructured":"SAFARI\u00a0Research Group. 2026. Cleaning up the Mess Source Code. https:\/\/github.com\/CMU-SAFARI\/Cleaning-up-the-Mess."},{"key":"e_1_3_3_2_17_2","volume-title":"JESD79-5C: DDR5 SDRAM Standard","year":"2024","unstructured":"JEDEC. 2024. JESD79-5C: DDR5 SDRAM Standard."},{"key":"e_1_3_3_2_18_2","volume-title":"JESD305A: DDR5 Registered Dual Inline Memory Module (RDIMM) Common Standard","year":"2025","unstructured":"JEDEC. 2025. JESD305A: DDR5 Registered Dual Inline Memory Module (RDIMM) Common Standard."},{"key":"e_1_3_3_2_19_2","volume-title":"JESD308B: DDR5 Unbuffered Dual Inline Memory Module (UDIMM) Common Standard","year":"2025","unstructured":"JEDEC. 2025. JESD308B: DDR5 Unbuffered Dual Inline Memory Module (UDIMM) Common Standard."},{"key":"e_1_3_3_2_20_2","volume-title":"ISCA","author":"Kakolyris Andreas\u00a0Kosmas","year":"2026","unstructured":"Andreas\u00a0Kosmas Kakolyris, F.\u00a0Nisa Bostanci, Ataberk Olgun, Ismail\u00a0Emir Yuksel, Harsh Songara, Konstantinos\u00a0Marios Sgouras, Umut Baser, Konstantinos Kanellopoulos, A.\u00a0Giray Yaglikci, and Onur Mutlu. 2026. ColumnKeeper: Efficient Solutions for Mitigating ColumnDisturb in DRAM-based Systems. In ISCA."},{"key":"e_1_3_3_2_21_2","volume-title":"ISCA","author":"Kim Yoongu","year":"2014","unstructured":"Yoongu Kim, Ross Daly, Jeremie Kim, Chris Fallin, Ji\u00a0Hye Lee, Donghyuk Lee, Chris Wilkerson, Konrad Lai, and Onur Mutlu. 2014. Flipping Bits in Memory Without Accessing Them: An Experimental Study of DRAM Disturbance Errors. In ISCA."},{"key":"e_1_3_3_2_22_2","unstructured":"Yoongu Kim Weikun Yang and Onur Mutlu. 2015. Ramulator: A Fast and Extensible DRAM Simulator. IEEE CAL (2015)."},{"key":"e_1_3_3_2_23_2","doi-asserted-by":"crossref","unstructured":"Karim\u00a0R Lakhani and Eric Von\u00a0Hippel. 2003. How Open Source Software Works: \u201cFree\u201d User-to-user Assistance. Research Policy (2003).","DOI":"10.1016\/S0048-7333(02)00095-1"},{"key":"e_1_3_3_2_24_2","unstructured":"Chang\u00a0Joo Lee Veynu Narasiman Eiman Ebrahimi Onur Mutlu and Yale\u00a0N Patt. 2010. DRAM-Aware Last-Level Cache Writeback: Reducing Write-Caused Interference in Memory Systems. Technical Report HPS-2010-002."},{"key":"e_1_3_3_2_25_2","unstructured":"Haocong Luo F.\u00a0Nisa Bostanc\u0131 Ataberk Olgun Maria Makeenkova Ziad Malik Ipek Akdeniz and Onur Mutlu. 2026. Ramulator 2.1: A Composable Memory System Simulator for Modern DRAM Systems. The 3rd Tutorial on Ramulator and DRAM Bender colocated with ICS."},{"key":"e_1_3_3_2_26_2","unstructured":"Haocong Luo Yahya\u00a0Can Tugrul F.\u00a0Nisa Bostanci Ataberk Olgun A.\u00a0Giray Yaglikci and Onur Mutlu. 2024. Ramulator 2.0: A Modern Modular and Extensible DRAM Simulator. IEEE CAL (2024)."},{"key":"e_1_3_3_2_27_2","unstructured":"Jos\u00e9\u00a0F. Mart\u00ednez Engin Ipek Onur Mutlu and Rich Caruana. 2023. Retrospective: Self-optimizing Memory Controllers: A Reinforcement Learning Approach. Retrospective Issue for ISCA-50."},{"key":"e_1_3_3_2_28_2","unstructured":"Memory systems for HPC and AI @BSC. 2024. Mess benchmark. https:\/\/github.com\/bsc-mem\/Mess-benchmark."},{"key":"e_1_3_3_2_29_2","doi-asserted-by":"publisher","DOI":"10.1109\/IMW.2013.6582088"},{"key":"e_1_3_3_2_30_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4939-2163-8_6"},{"key":"e_1_3_3_2_31_2","volume-title":"DATE","author":"Mutlu Onur","year":"2017","unstructured":"Onur Mutlu. 2017. The RowHammer Problem and Other Issues We May Face as Memory Becomes Denser. In DATE."},{"key":"e_1_3_3_2_32_2","volume-title":"DATE","author":"Mutlu Onur","year":"2021","unstructured":"Onur Mutlu. 2021. Intelligent Architectures for Intelligent Computing Systems. In DATE."},{"key":"e_1_3_3_2_33_2","unstructured":"Onur Mutlu. 2023. Retrospective: An Experimental Study of Data Retention Behavior in Modern DRAM Devices: Implications for Retention Time Profiling Mechanisms. Retrospective Issue for ISCA-50."},{"key":"e_1_3_3_2_34_2","unstructured":"Onur Mutlu. 2023. Retrospective: Flipping Bits in Memory Without Accessing Them: An Experimental Study of DRAM Disturbance Errors. Retrospective Issue for ISCA-50."},{"key":"e_1_3_3_2_35_2","unstructured":"Onur Mutlu. 2023. Retrospective: RAIDR: Retention-Aware Intelligent DRAM Refresh. Retrospective Issue for ISCA-50."},{"key":"e_1_3_3_2_36_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.micpro.2019.01.009"},{"key":"e_1_3_3_2_37_2","unstructured":"Onur Mutlu Saugata Ghose Juan G\u00f3mez-Luna and Rachata Ausavarungnirun. 2025. A Modern Primer on Processing in Memory. arXiv:2012.03112 [cs.AR]."},{"key":"e_1_3_3_2_38_2","unstructured":"Onur Mutlu and Jeremie\u00a0S Kim. 2019. RowHammer: A Retrospective. TCAD (2019)."},{"key":"e_1_3_3_2_39_2","volume-title":"IEDM","author":"Mutlu Onur","year":"2024","unstructured":"Onur Mutlu, Ataberk Olgun, Geraldo\u00a0F Oliveira, and Ismail\u00a0E Yuksel. 2024. Memory-Centric Computing: Recent Advances in Processing-in-DRAM. In IEDM."},{"key":"e_1_3_3_2_40_2","doi-asserted-by":"publisher","DOI":"10.1145\/3566097.3568350"},{"key":"e_1_3_3_2_41_2","doi-asserted-by":"publisher","DOI":"10.1109\/IMW61990.2025.11026935"},{"key":"e_1_3_3_2_42_2","unstructured":"Onur Mutlu and Lavanya Subramanian. 2014. Research Problems and Opportunities in Memory Systems. SUPERFRI (2014)."},{"key":"e_1_3_3_2_43_2","doi-asserted-by":"crossref","unstructured":"Ataberk Olgun Haocong Luo Ismail\u00a0Emir Yuksel F.\u00a0Nisa Bostanci A.\u00a0Giray Yaglikci and Onur Mutlu. 2026. A Modern Large-Scale Memory Characterization Laboratory. The 3rd Tutorial on Ramulator and DRAM Bender colocated with ICS.","DOI":"10.1145\/3774895.3820147"},{"key":"e_1_3_3_2_44_2","doi-asserted-by":"crossref","unstructured":"Geraldo\u00a0F Oliveira Juan G\u00f3mez-Luna Saugata Ghose Amirali Boroumand and Onur Mutlu. 2022. Accelerating Neural Network Inference with Processing-in-DRAM: From the Edge to the Cloud. IEEE Micro (2022).","DOI":"10.1109\/MM.2022.3202350"},{"key":"e_1_3_3_2_45_2","doi-asserted-by":"crossref","unstructured":"Geraldo\u00a0F Oliveira Juan G\u00f3mez-Luna Lois Orosa Saugata Ghose Nandita Vijaykumar Ivan Fernandez Mohammad Sadrosadati and Onur Mutlu. 2021. DAMOV: A New Methodology and Benchmark Suite for Evaluating Data Movement Bottlenecks. IEEE Access (2021).","DOI":"10.1109\/ACCESS.2021.3110993"},{"key":"e_1_3_3_2_46_2","doi-asserted-by":"crossref","unstructured":"Gagandeep Singh Mohammed Alser Damla\u00a0Senol Cali Dionysios Diamantopoulos Juan G\u00f3mez-Luna Henk Corporaal and Onur Mutlu. 2021. FPGA-Based Near-Memory Acceleration of Modern Data-Intensive Applications. IEEE Micro (2021).","DOI":"10.1109\/MM.2021.3088396"},{"key":"e_1_3_3_2_47_2","doi-asserted-by":"crossref","unstructured":"Ismail\u00a0Emir Yuksel F.\u00a0Nisa Bostanci Ataberk Olgun and Onur Mutlu. 2026. Memory-Centric Computing: Security Benefits and Challenges of Processing-in-DRAM. The 7th Workshop on Memory-Centric Computing Systems colocated with ICS.","DOI":"10.1145\/3774895.3819989"}],"event":{"name":"ICS Workshops '26: 2026 International Conference on Supercomputing Workshops","location":"Belfast , Northern Ireland , United Kingdom","acronym":"ICS Workshops '26"},"container-title":["Proceedings of the 40th ACM International Conference on Supercomputing - Workshops"],"original-title":[],"deposited":{"date-parts":[[2026,7,4]],"date-time":"2026-07-04T10:24:49Z","timestamp":1783160689000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3774895.3820146"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,5]]},"references-count":46,"alternative-id":["10.1145\/3774895.3820146","10.1145\/3774895"],"URL":"https:\/\/doi.org\/10.1145\/3774895.3820146","relation":{},"subject":[],"published":{"date-parts":[[2026,7,5]]},"assertion":[{"value":"2026-07-05","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}