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Pages

Posts

portfolio

publications

Decentralized Cooperation in Heterogeneous Multi-Agent Reinforcement Learning via Graph Neural Network-Based Intrinsic Motivation

Under Review at The 39th Annual AAAI Conference on Artificial Intelligence (AAAI-25), 2024

The paper discusses the challenges and solutions in Cooperative Multi-Agent Reinforcement Learning (MARL), particularly under conditions of reward sparsity and agent heterogeneity. It introduces the CoHet algorithm, which is designed for decentralized training settings with partial observability, aiming to address these challenges. The effectiveness of CoHet is empirically validated in various environments, demonstrating its superiority over existing methods in sparse cooperative tasks that necessitate agent diversity. Read more

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talks

Undergraduate Thesis Defense

Published/Submitted:

Me and my thesis partner defended our undergraduate thesis in the Department of Computer Science and Engineering, University of Dhaka. This memorable day also marked my last day as an undergraduate student in University of Dhaka. Read more

1st CCDS Summer School on Random Matrix Theory

Published/Submitted:

Participated in the ‘1st CCDS Summer School on Random Matrix Theory’ lectured by Arijit Chakrabarty, Associate Professor, Theoretical Statistics and Mathematics Unit, Indian Statistical Institute. Read more

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post. Read more

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post. Read more