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Sumitra Ganesh

Learning and Calibrating Heterogeneous Bounded Rational Market Behaviour with Multi-Agent Reinforcement Learning

Feb 01, 2024
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Near-Optimal Fair Resource Allocation for Strategic Agents without Money: A Data-Driven Approach

Nov 18, 2023
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O3D: Offline Data-driven Discovery and Distillation for Sequential Decision-Making with Large Language Models

Oct 22, 2023
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Sequential Fair Resource Allocation under a Markov Decision Process Framework

Jan 10, 2023
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Inapplicable Actions Learning for Knowledge Transfer in Reinforcement Learning

Nov 28, 2022
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Towards Multi-Agent Reinforcement Learning driven Over-The-Counter Market Simulations

Oct 13, 2022
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Phantom -- An RL-driven framework for agent-based modeling of complex economic systems and markets

Oct 12, 2022
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Certifiably Robust Policy Learning against Adversarial Communication in Multi-agent Systems

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Jul 02, 2022
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Mixture of basis for interpretable continual learning with distribution shifts

Jan 05, 2022
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Towards a fully RL-based Market Simulator

Nov 08, 2021
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