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risk-aware reinforcement learning

4 papers

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Co-occurring keywords · papers mentioning both

regret bound (2) pessimistic policy (1) percentile criterion (1) bayesian guarantee (1) quantile risk (1) ambigu set (1) ambiguity set (1) coherent risk measure (1) preference-based reinforcement learning (1) risk-aware rl (1)

Papers

Decoupled Policy Actor-Critic: Bridging Pessimism and Risk Awareness in Reinforcement Learning AAAI 2025 RA-PbRL: Provably Efficient Risk-Aware Preference-Based Reinforcement Learning NeurIPS 2024 Risk-Aware Reinforcement Learning with Coherent Risk Measures and Non-linear Function Approximation ICLR 2023 Optimizing Percentile Criterion using Robust MDPs AISTATS 2021