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Diederik M. Roijers

Online Planning in POMDPs with State-Requests

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Jul 26, 2024
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MOMAland: A Set of Benchmarks for Multi-Objective Multi-Agent Reinforcement Learning

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Jul 23, 2024
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Deep Multi-Objective Reinforcement Learning for Utility-Based Infrastructural Maintenance Optimization

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Jun 10, 2024
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Divide and Conquer: Provably Unveiling the Pareto Front with Multi-Objective Reinforcement Learning

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Feb 11, 2024
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Utility-Based Reinforcement Learning: Unifying Single-objective and Multi-objective Reinforcement Learning

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Feb 05, 2024
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What Lies beyond the Pareto Front? A Survey on Decision-Support Methods for Multi-Objective Optimization

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Nov 19, 2023
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Distributional Multi-Objective Decision Making

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May 19, 2023
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The Wasserstein Believer: Learning Belief Updates for Partially Observable Environments through Reliable Latent Space Models

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Mar 06, 2023
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Sample-Efficient Multi-Objective Learning via Generalized Policy Improvement Prioritization

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Jan 18, 2023
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Monte Carlo Tree Search Algorithms for Risk-Aware and Multi-Objective Reinforcement Learning

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Dec 06, 2022
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