Sai Praveen Bangaru, JS Suhas and Balaraman Ravindran. Exploration for Multi-task Reinforcement Learning with Deep Generative Models. In Neural Information Processing Systems Deep Reinforcement Learning Workshop, 2016.
Suhas Jayaram Subramanya, Srajan Garg, and Harsha Vardhan Simhadri. "BLAS-on-flash: an alternative for training large ML models?."
Suhas Jayaram Subramanya, et al. "BLAS-on-flash: An Efficient Alternative for Large Scale ML Training and Inference?." 16th USENIX Symposium on Networked Systems Design and Implementation (NSDI 19). USENIX Association.
Suhas Jayaram Subramanya, Devvrit, Rohan Kadekodi, Harsha Vardhan Simhadri, and Ravishankar Krishaswamy. "DiskANN: Fast Accurate Billion-point Nearest Neighbor Search on a Single Node". In *Advances in Neural Information Processing Systems (NeurIPS) 2019*
Kadekodi S, Maturana F, Subramanya SJ, Yang J, Rashmi KV, Ganger GR. PACEMAKER: Avoiding HeART attacks in storage clusters with disk-adaptive redundancy. In 14th USENIX Symposium on Operating Systems Design and Implementation (OSDI 20) 2020 (pp. 369-385).
Singh A, Subramanya SJ, Krishnaswamy R, Simhadri HV. FreshDiskANN: A fast and accurate graph-based ann index for streaming similarity search. arXiv preprint arXiv:2105.09613. 2021 May 20.
Qiao A, Choe SK, Subramanya SJ, Neiswanger W, Ho Q, Zhang H, Ganger GR, Xing EP. Pollux: Co-adaptive cluster scheduling for goodput-optimized deep learning. In 15th USENIX Symposium on Operating Systems Design and Implementation (OSDI 21) 2021.
Suhas Jayaram Subramanya, Daiyaan Arfeen, Shouxu Lin, Aurick Qiao, Zhihao Jia, and Gregory R. Ganger. 2023. Sia: Heterogeneity-aware, goodput-optimized ML-cluster scheduling. In Proceedings of the 29th Symposium on Operating Systems Principles (SOSP 23). Association for Computing Machinery, New York, NY, USA, 642–657. https://doi.org/10.1145/3600006.3613175
Talk at UC San Francisco, Department of Testing, San Francisco, California
Tutorial at UC-Berkeley Institute for Testing Science, Berkeley CA, USA
Talk at London School of Testing, London, UK
Conference proceedings talk at Testing Institute of America 2014 Annual Conference, Los Angeles, CA