Search Results for author: Cevahir Koprulu

Found 2 papers, 1 papers with code

Reward-Machine-Guided, Self-Paced Reinforcement Learning

1 code implementation25 May 2023 Cevahir Koprulu, Ufuk Topcu

Self-paced reinforcement learning (RL) aims to improve the data efficiency of learning by automatically creating sequences, namely curricula, of probability distributions over contexts.

reinforcement-learning Reinforcement Learning (RL)

Joint Learning of Reward Machines and Policies in Environments with Partially Known Semantics

no code implementations20 Apr 2022 Christos Verginis, Cevahir Koprulu, Sandeep Chinchali, Ufuk Topcu

We develop a reinforcement-learning algorithm that infers a reward machine that encodes the underlying task while learning how to execute it, despite the uncertainties of the propositions' truth values.

Q-Learning reinforcement-learning +1

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