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Performative Reinforcement Learning


Jun 30, 2022
Debmalya Mandal, Stelios Triantafyllou, Goran Radanovic

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Actual Causality and Responsibility Attribution in Decentralized Partially Observable Markov Decision Processes


Apr 01, 2022
Stelios Triantafyllou, Adish Singla, Goran Radanovic

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Admissible Policy Teaching through Reward Design


Jan 06, 2022
Kiarash Banihashem, Adish Singla, Jiarui Gan, Goran Radanovic

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On Blame Attribution for Accountable Multi-Agent Sequential Decision Making


Jul 26, 2021
Stelios Triantafyllou, Adish Singla, Goran Radanovic

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Reinforcement Learning for Education: Opportunities and Challenges


Jul 15, 2021
Adish Singla, Anna N. Rafferty, Goran Radanovic, Neil T. Heffernan

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Defense Against Reward Poisoning Attacks in Reinforcement Learning


Feb 10, 2021
Kiarash Banihashem, Adish Singla, Goran Radanovic

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Policy Teaching in Reinforcement Learning via Environment Poisoning Attacks


Nov 21, 2020
Amin Rakhsha, Goran Radanovic, Rati Devidze, Xiaojin Zhu, Adish Singla

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* Journal version of ICML'20 paper. New theoretical results for jointly poisoning rewards and transitions 

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Policy Teaching via Environment Poisoning: Training-time Adversarial Attacks against Reinforcement Learning


Mar 28, 2020
Amin Rakhsha, Goran Radanovic, Rati Devidze, Xiaojin Zhu, Adish Singla

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Learning to Collaborate in Markov Decision Processes


Jan 23, 2019
Goran Radanovic, Rati Devidze, David Parkes, Adish Singla

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How Do Fairness Definitions Fare? Examining Public Attitudes Towards Algorithmic Definitions of Fairness


Nov 08, 2018
Nripsuta Saxena, Karen Huang, Evan DeFilippis, Goran Radanovic, David Parkes, Yang Liu

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