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Rodrigo Toro Icarte

Reward Machines for Deep RL in Noisy and Uncertain Environments

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May 31, 2024
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Learning Symbolic Representations for Reinforcement Learning of Non-Markovian Behavior

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Jan 08, 2023
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Noisy Symbolic Abstractions for Deep RL: A case study with Reward Machines

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Nov 23, 2022
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Challenges to Solving Combinatorially Hard Long-Horizon Deep RL Tasks

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Jun 03, 2022
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Learning Reward Machines: A Study in Partially Observable Reinforcement Learning

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Dec 17, 2021
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AppBuddy: Learning to Accomplish Tasks in Mobile Apps via Reinforcement Learning

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Jun 06, 2021
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Be Considerate: Objectives, Side Effects, and Deciding How to Act

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Jun 04, 2021
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LTL2Action: Generalizing LTL Instructions for Multi-Task RL

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Feb 25, 2021
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Interpretable Sequence Classification via Discrete Optimization

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Oct 06, 2020
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Reward Machines: Exploiting Reward Function Structure in Reinforcement Learning

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Oct 06, 2020
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