@inproceedings {285194, author = {Kshiteej Mahajan and Ching-Hsiang Chu and Srinivas Sridharan and Aditya Akella}, title = {Better Together: Jointly Optimizing {ML} Collective Scheduling and Execution Planning using {SYNDICATE}}, booktitle = {20th USENIX Symposium on Networked Systems Design and Implementation (NSDI 23)}, year = {2023}, isbn = {978-1-939133-33-5}, address = {Boston, MA}, pages = {809--824}, url = {https://www.usenix.org/conference/nsdi23/presentation/mahajan}, publisher = {USENIX Association}, month = apr } @inproceedings {265053, author = {ChonLam Lao and Yanfang Le and Kshiteej Mahajan and Yixi Chen and Wenfei Wu and Aditya Akella and Michael Swift}, title = {{ATP}: In-network Aggregation for Multi-tenant Learning}, booktitle = {18th USENIX Symposium on Networked Systems Design and Implementation (NSDI 21)}, year = {2021}, isbn = {978-1-939133-21-2}, pages = {741--761}, url = {https://www.usenix.org/conference/nsdi21/presentation/lao}, publisher = {USENIX Association}, month = apr } @inproceedings {246328, author = {Kshiteej Mahajan and Arjun Balasubramanian and Arjun Singhvi and Shivaram Venkataraman and Aditya Akella and Amar Phanishayee and Shuchi Chawla}, title = {Themis: Fair and Efficient {GPU} Cluster Scheduling }, booktitle = {17th USENIX Symposium on Networked Systems Design and Implementation (NSDI 20)}, year = {2020}, isbn = {978-1-939133-13-7}, address = {Santa Clara, CA}, pages = {289--304}, url = {https://www.usenix.org/conference/nsdi20/presentation/mahajan}, publisher = {USENIX Association}, month = feb } @inproceedings {222631, author = {Kshiteej Mahajan and Mosharaf Chowdhury and Aditya Akella and Shuchi Chawla}, title = {Dynamic Query {Re-Planning} using {QOOP}}, booktitle = {13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 18)}, year = {2018}, isbn = {978-1-939133-08-3}, address = {Carlsbad, CA}, pages = {253--267}, url = {https://www.usenix.org/conference/osdi18/presentation/mahajan}, publisher = {USENIX Association}, month = oct }