Instruction-Tuned LLMs for Parsing and Mining Unstructured Logs on Leadership HPC Systems.

Ahmad Maroof Karimi

Ahmad Maroof Karimi Jong Youl Choi Charles Qing Cao Awais Khan 0002 Instruction-Tuned LLMs for Parsing and Mining Unstructured Logs on Leadership HPC Systems. 2026 April abs/2604.05168 CoRR https://doi.org/10.48550/arXiv.2604.05168 db/journals/corr/corr2604.html#abs-2604-05168 streams/journals/corr

Yiyang Lu 0001 Woong Shin Ahmad Maroof Karimi Feiyi Wang Jie Ren 0015 Evgenia Smirni Beyond Pixels: Introspective and Interactive Grounding for Visualization Agents. 2026 April abs/2604.21134 CoRR https://doi.org/10.48550/arXiv.2604.21134 db/journals/corr/corr2604.html#abs-2604-21134 streams/journals/corr

Anjus George Andreas Dilger Michael J. Brim Rick Mohr Amir Shehata Jong Youl Choi Ahmad Maroof Karimi Jesse Hanley James Simmons Dominic Manno Verónica Melesse Vergara Sarp Oral Christopher Zimmer 0001 Lustre Unveiled: Evolution, Design, Advancements, and Current Trends. 21:1-21:109 2025 August 21 ACM Trans. Storage 3 https://doi.org/10.1145/3736583 db/journals/tos/tos21.html#GeorgeDBMSCKHSMVOZ25 streams/journals/tos

Ahmad Hossein Yazdani Arnab K. Paul Ahmad Maroof Karimi Feiyi Wang Ali Raza Butt User-based I/O Profiling for Leadership Scale HPC Workloads. 181-190 2025 ICDCN https://doi.org/10.1145/3700838.3700865 conf/icdcn/2025 db/conf/icdcn/icdcn2025.html#YazdaniPKWB25

Ahmad Maroof Karimi Woong Shin Jesse Hines Tirthankar Ghosal Naw Safrin Sattar Feiyi Wang EPIC: Generative AI Platform for Accelerating HPC Operational Data Analytics. 2025 September abs/2509.16212 CoRR https://doi.org/10.48550/arXiv.2509.16212 db/journals/corr/corr2509.html#abs-2509-16212 streams/journals/corr

Ahmad Maroof Karimi Naw Safrin Sattar Woong Shin Feiyi Wang Power Profile Monitoring and Tracking Evolution of System-Wide HPC Workloads. 93-104 2024 ICDCS https://doi.org/10.1109/ICDCS60910.2024.00018 conf/icdcs/2024 db/conf/icdcs/icdcs2024.html#KarimiSSW24 streams/conf/icdcs Woong Shin James B. White Wael R. Elwasif Rafael Ferreira da Silva Christopher Zimmer 0001 Bronson Messer Reuben D. Budiardja Antigoni Georgiadou Verónica Melesse Vergara Jack Lange Matthias Maiterth Tim Osborne Leah Huk John K. Holmen Nick Hagerty Ahmad Maroof Karimi Thomas J. Naughton Ryan Adamson Ryan Prout Feiyi Wang Scott Atchley Kevin G. Thach Thomas Beck Sarp Oral Towards Sustainable Post-Exascale Leadership Computing. 1790-1794 2024 SC Workshops https://doi.org/10.1109/SCW63240.2024.00225 conf/sc/2024w db/conf/sc/sc2024w.html#ShinWES0MBGVLMO24 Woong Shin Tim Osborne Ahmad Maroof Karimi Rachel Palumbo Alex May 0002 Corwin Lester Jesse Hines Naw Safrin Sattar Leah Huk Scott Simmerman Wesley Brewer Jeffrey Miller Ryan Adamson Olga A. Kuchar Ryan Prout Feiyi Wang Scott Atchley Sarp Oral Navigating Exascale Operational Data Analytics: From Inundation to Insight. 1795-1804 2024 SC Workshops https://doi.org/10.1109/SCW63240.2024.00226 conf/sc/2024w db/conf/sc/sc2024w.html#ShinOKP0LHSHSBM24 Ahmad Maroof Karimi Matthias Maiterth Woong Shin Naw Safrin Sattar Hao Lu 0001 Feiyi Wang Exploring the Frontiers of Energy Efficiency using Power Management at System Scale. 1835-1844 2024 SC Workshops https://doi.org/10.1109/SCW63240.2024.00230 conf/sc/2024w db/conf/sc/sc2024w.html#KarimiMSS0W24 Ketan Maheshwari William Arndt Ahmad Maroof Karimi Junqi Yin Frédéric Suter Seth R. Johnson Rafael Ferreira da Silva Enabling Low-Overhead HT-HPC Workflows at Extreme Scale using GNU Parallel. 2056-2063 2024 SC Workshops https://doi.org/10.1109/SCW63240.2024.00257 conf/sc/2024w db/conf/sc/sc2024w.html#MaheshwariAKYSJ24

Ahmad Maroof Karimi Naw Safrin Sattar Woong Shin Feiyi Wang Profiling and Modeling of Power Characteristics of Leadership-Scale HPC System Workloads. 2024 abs/2402.00729 CoRR https://doi.org/10.48550/arXiv.2402.00729 db/journals/corr/corr2402.html#abs-2402-00729

Ahmad Maroof Karimi Matthias Maiterth Woong Shin Naw Safrin Sattar Hao Lu 0001 Feiyi Wang Exploring the Frontiers of Energy Efficiency using Power Management at System Scale. 2024 abs/2408.01552 CoRR https://doi.org/10.48550/arXiv.2408.01552 db/journals/corr/corr2408.html#abs-2408-01552 streams/journals/corr

Ahmad Maroof Karimi Arnab K. Paul Jong Youl Choi Lipeng Wan 0001 Feiyi Wang Analyzing File Access Patterns on Large-Scale HPC Systems: Opportunities for File Prefetching. 1-4 2023 MASCOTS https://doi.org/10.1109/MASCOTS59514.2023.10387610 conf/mascots/2023 db/conf/mascots/mascots2023.html#KarimiPCWW23

Ahmad Maroof Karimi Arnab K. Paul Feiyi Wang I/O performance analysis of machine learning workloads on leadership scale supercomputer. 102318 2022 157-158 Perform. Evaluation https://doi.org/10.1016/j.peva.2022.102318 db/journals/pe/pe157.html#KarimiPW22

Jean Luca Bez Ahmad Maroof Karimi Arnab Kumar Paul Bing Xie Suren Byna Philip H. Carns Sarp Oral Feiyi Wang Jesse Hanley Access Patterns and Performance Behaviors of Multi-layer Supercomputer I/O Subsystems under Production Load. 43-55 2022 HPDC https://doi.org/10.1145/3502181.3531461 https://www.wikidata.org/entity/Q130987408 conf/hpdc/2022 db/conf/hpdc/hpdc2022.html#BezKPXBCOWH22 Arnab K. Paul Jong Youl Choi Ahmad Maroof Karimi Feiyi Wang Machine Learning Assisted HPC Workload Trace Generation for Leadership Scale Storage Systems. 199-212 2022 HPDC https://doi.org/10.1145/3502181.3531457 conf/hpdc/2022 db/conf/hpdc/hpdc2022.html#PaulCKW22 Ahmad Maroof Karimi Yinghui Wu 0001 Mehmet Koyutürk Roger H. French Spatiotemporal Graph Neural Network for Performance Prediction of Photovoltaic Power Systems. 15323-15330 2021 AAAI https://doi.org/10.1609/aaai.v35i17.17799 conf/aaai/2021 db/conf/aaai/aaai2021.html#KarimiWKF21 Chengcheng Li Ahmad Maroof Karimi Woong Shin Hairong Qi 0001 Feiyi Wang The Challenge of Disproportionate Importance of Temporal Features in Predicting HPC Power Consumption. 632-636 2021 CLUSTER https://doi.org/10.1109/Cluster48925.2021.00094 conf/cluster/2021 db/conf/cluster/cluster2021.html#LiKSQW21 Arnab Kumar Paul Ahmad Maroof Karimi Feiyi Wang Characterizing Machine Learning I/O Workloads on Leadership Scale HPC Systems. 1-8 2021 MASCOTS https://doi.org/10.1109/MASCOTS53633.2021.9614303 conf/mascots/2021 db/conf/mascots/mascots2021.html#PaulKW21 Woong Shin Vladyslav Oles Ahmad Maroof Karimi J. Austin Ellis Feiyi Wang Revealing power, energy and thermal dynamics of a 200PF pre-exascale supercomputer. 12 2021 SC https://doi.org/10.1145/3458817.3476188 https://www.wikidata.org/entity/Q131136556 conf/sc/2021 db/conf/sc/sc2021.html#ShinOKEW21 Ahmad Maroof Karimi Quamar Niyaz Weiqing Sun Ahmad Y. Javaid Vijay K. Devabhaktuni Distributed network traffic feature extraction for a real-time IDS. 522-526 2016 EIT https://doi.org/10.1109/EIT.2016.7535295 conf/eit/2016 db/conf/eit/eit2016.html#KarimiNSJD16 Ryan Adamson William Arndt Scott Atchley Thomas Beck Jean Luca Bez Wesley Brewer Michael J. Brim Reuben D. Budiardja Ali Raza Butt Surendra BynaSuren Byna Charles Qing Cao Philip H. Carns Jong Choi 0001Jong Youl Choi Vijay Kumar DevabhaktuniVijay K. Devabhaktuni Andreas Dilger J. Austin Ellis Wael R. Elwasif Roger H. French Anjus George Antigoni Georgiadou Tirthankar Ghosal Nick Hagerty Jesse Hanley Jesse Hines John K. Holmen Leah Huk Ahmad Y. Javaid Seth R. Johnson Awais Khan 0002 Mehmet Koyutürk Olga A. Kuchar Jack Lange Verónica G. Vergara LarreaVerónica Melesse Vergara Corwin Lester Chengcheng Li Hao Lu 0001 Yiyang Lu 0001 Ketan Maheshwari Matthias Maiterth Dominic Manno Alex May 0002 O. E. Bronson MesserBronson Messer Jeffrey Miller Rick Mohr Thomas J. Naughton Quamar Niyaz Vladyslav Oles Sarp Oral Tim Osborne Rachel Palumbo Arnab Kumar PaulArnab K. Paul Ryan Prout Hairong Qi 0001 Jie Ren 0015 Naw Safrin Sattar Amir Shehata Woong Shin Rafael Ferreira da Silva Scott Simmerman James Simmons Evgenia Smirni Weiqing Sun Frédéric Suter Kevin G. Thach Lipeng Wan 0001 Feiyi Wang James B. White Yinghui Wu 0001 Bing Xie Ahmad Hossein Yazdani Junqi Yin Christopher Zimmer 0001