Conference Papers A Step Towards Deep Online Aggregation [pdf] [acm] [arXiv] [slides] [code] Authors: Nikhil Sheoran, Supawit Chockchowwat, Arav Chheda, Suwen Wang, Riya Verma, Yongjoo Park Proceedings of the ACM on Management of Data (SIGMOD 2023) Conditional Generative Model Based Predicate-Aware Query Approximation [pdf] [aaai] [arXiv] [code] Authors: Nikhil Sheoran, Subrata Mitra, Siddharth Ghetia, Jatin Varshney, Vibhor Porwal, Tung Mai, Anup Rao, Vikas Maddukuri Proceedings of 36th AAAI Conference on Artificial Intelligence (AAAI 2022) Scheduling of Time-Varying Workloads using Reinforcement Learning [pdf] [aaai] Authors: Shanka Subhra Mondal*, Nikhil Sheoran* and Subrata Mitra (* equal contribution) Proceedings of 35th AAAI Conference on Artificial Intelligence (AAAI 2021) Surveys Without Questions: A Reinforcement Learning Approach [pdf] [aaai] [arXiv] Authors: Atanu R Sinha, Deepali Jain, Nikhil Sheoran, Sopan Khosla and Reshmi Sasidharan 33th AAAI Conference on Artificial Intelligence (AAAI 2019) Measurement of Users' Experience on Online Platforms from Their Behavior Logs [pdf] [springer] Authors: Deepali Jain, Atanu R. Sinha, Deepali Gupta, Nikhil Sheoran and Sopan Khosla Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2018)
Workshop/Demo Papers Multi-touch Attribution for Complex B2B Customer Journeys using Temporal Convolutional Networks [acm] Authors: Aniket Agrawal, Nikhil Sheoran, Sourav Suman, Gaurav Sinha Companion Proceedings of the Web Conference 2022 (WWW 2022) DeepOLA: Online Aggregation for Deeply Nested Queries [pdf] Authors: Nikhil Sheoran Abstract for ACM SIGMOD 2022 Student Research Competition (SIGMOD SRC 2022) Efficient Insights Discovery through Conditional Generative Model based Query Approximation [acm] Authors: Vibhor Porwal, Subrata Mitra, Fan Du, John Anderson, Nikhil Sheoran, Anup Rao, Tung Mai, Gautam Kowshik, Sapthotharan Nair, Sameeksha Arora, Saurabh Mahapatra Proceedings of the 2022 International Conference on Management of Data (SIGMOD 2022) DeepPlace: Learning to Place Applications in Multi-Tenant Clusters [pdf] [acm] [arXiv] [slides] Authors: Subrata Mitra, Shanka Subhra Mondal, Nikhil Sheoran, Neeraj Dhake, Ravinder Nehra and Ramanuja Simha ACM Asia-Pacific Workshop on Systems (APSys 2019)