most citedTransfer Deep Reinforcement Learning-based Large-scale V2G Continuous Charging Coordination with Renewable Energy Sources

6 citations · 9 across the 2 of their papers we have counts for

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cs.LG2023

Learning Safety Constraints from Demonstrations with Unknown Rewards

David Lindner, Xin Chen, Sebastian Tschiatschek +2

We propose Convex Constraint Learning for Reinforcement Learning (CoCoRL), a novel approach for inferring shared constraints in a Constrained Markov Decision Process (CMDP) from a…

cs.LG2023★ 3 cited

Fulfilling Formal Specifications ASAP by Model-free Reinforcement Learning

Mengyu Liu, Pengyuan Lu, Xin Chen +3

We propose a model-free reinforcement learning solution, namely the ASAP-Phi framework, to encourage an agent to fulfill a formal specification ASAP. The framework leverages a piec…