Publications

Scalable Multi-Agent Reinforcement Learning through Intelligent Information Aggregation

Published in ICML, 2023

Authors: Siddharth Nayak, Kenneth Choi, Wenqi Ding, Sydney Dolan, Karthik Gopalakrishnan, Hamsa Balakrishnan

Satellite Navigation and Coordination with Limited Information Sharing

Published in L4DC, 2023

Authors: Sydney Dolan, Siddharth Nayak, Hamsa Balakrishnan

Identifying Disparities in Sepsis Treatment using Inverse Reinforcement Learning

Published in NeurIPS RL4RealLife Workshop, 2022

Authors: Hyewon Jeong, Siddharth Nayak, Taylor Killian, Sanjat Kanjilal, Marzyeh Ghassemi

Learning-based Scheduling

Published in MIT, 2022

Authors: Siddharth Nayak

NICE: Robust Scheduling through Reinforcement Learning-Guided Integer Programming

Published in AAAI, 2022

Authors: Luke Kenworthy, Siddharth Nayak, Christopher Chin and Hamsa Balakrishnan

Reinforcement Learning for Improving Object Detection

Published in ECCV Workshops, 2020

Authors: Siddharth Nayak, Balaraman Ravindran

A Generalized Reinforcement Learning Algorithm for Online 3D Bin-Packing

Published in AAAI Workshops, 2020

Authors: Richa Verma, Aniruddha Singhal, Harshad Khadilkar, Ansuma Basumatary, Siddharth Nayak, Harsh Vardhan Singh, Swagat Kumar and Rajesh Sinha

Note:

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