1. Improving Storage Systems Using Machine Learning
2. Rahul Bera , Konstantinos Kanellopoulos , Anant Nori , Taha Shahroodi , Sreenivas Subramoney , and Onur Mutlu . 2021 . Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning. In MICRO-54: 54th Annual IEEE/ACM International Symposium on Microarchitecture ( Virtual Event, Greece) (MICRO '21). Association for Computing Machinery, New York, NY, USA, 1121--1137. https://doi.org/10.1145/3466752.3480114 10.1145/3466752.3480114 Rahul Bera, Konstantinos Kanellopoulos, Anant Nori, Taha Shahroodi, Sreenivas Subramoney, and Onur Mutlu. 2021. Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning. In MICRO-54: 54th Annual IEEE/ACM International Symposium on Microarchitecture (Virtual Event, Greece) (MICRO '21). Association for Computing Machinery, New York, NY, USA, 1121--1137. https://doi.org/10.1145/3466752.3480114
3. Efficient Online Evaluation of Big Data Stream Classifiers
4. Peter Braun and Heiner Litz. 2019. Understanding Memory Access Patterns for Prefetching. In International Workshop on AI-assisted Design for Architecture (AIDArc) held in conjunction with ISCA. NSF-PAR 6 pages. https://eecs.oregonstate.edu/aidarc/paper/MAP.pdf Peter Braun and Heiner Litz. 2019. Understanding Memory Access Patterns for Prefetching. In International Workshop on AI-assisted Design for Architecture (AIDArc) held in conjunction with ISCA. NSF-PAR 6 pages. https://eecs.oregonstate.edu/aidarc/paper/MAP.pdf