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Sequential Fair Resource Allocation under a Markov Decision Process Framework


Jan 10, 2023
Parisa Hassanzadeh, Eleonora Kreacic, Sihan Zeng, Yuchen Xiao, Sumitra Ganesh

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Inapplicable Actions Learning for Knowledge Transfer in Reinforcement Learning


Nov 28, 2022
Leo Ardon, Alberto Pozanco, Daniel Borrajo, Sumitra Ganesh

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Towards Multi-Agent Reinforcement Learning driven Over-The-Counter Market Simulations


Oct 13, 2022
Nelson Vadori, Leo Ardon, Sumitra Ganesh, Thomas Spooner, Selim Amrouni, Jared Vann, Mengda Xu, Zeyu Zheng, Tucker Balch, Manuela Veloso

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


Oct 12, 2022
Leo Ardon, Jared Vann, Deepeka Garg, Tom Spooner, Sumitra Ganesh

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* 2022 ACM International Conference on Artificial Intelligence in Finance - Benchmarks for AI in Finance Workshop 

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Certifiably Robust Policy Learning against Adversarial Communication in Multi-agent Systems


Jul 02, 2022
Yanchao Sun, Ruijie Zheng, Parisa Hassanzadeh, Yongyuan Liang, Soheil Feizi, Sumitra Ganesh, Furong Huang

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Mixture of basis for interpretable continual learning with distribution shifts


Jan 05, 2022
Mengda Xu, Sumitra Ganesh, Pranay Pasula

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Towards a fully RL-based Market Simulator


Nov 08, 2021
Leo Ardon, Nelson Vadori, Thomas Spooner, Mengda Xu, Jared Vann, Sumitra Ganesh

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* ACM International Conference on AI in Finance, 2021 

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Consensus Multiplicative Weights Update: Learning to Learn using Projector-based Game Signatures


Jun 04, 2021
Nelson Vadori, Rahul Savani, Thomas Spooner, Sumitra Ganesh

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