1 citations · 1 across the 5 of their papers we have counts for
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An Online Multiobjective Policy Gradient for Long-run Average-reward Markov Decision Process
Rahul Misra, Manuela L. Bujorianu, Rafał Wisniewski
We propose a reinforcement learning (RL) framework for multi-objective decision-making, where the agent seeks to optimize a vector of rewards rather than a single scalar value. The…
Distributionally Robust Safety Verification for Markov Decision Processes
Abhijit Mazumdar, Yuting Hou, Rafal Wisniewski
In this paper, we propose a distributionally robust safety verification method for Markov decision processes where only an ambiguous transition kernel is available instead of the p…
Online Model-free Safety Verification for Markov Decision Processes Without Safety Violation
Abhijit Mazumdar, Rafal Wisniewski, Manuela L. Bujorianu
In this paper, we consider the problem of safety assessment for Markov decision processes without explicit knowledge of the model. We aim to learn probabilistic safety specificatio…