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risk-averse learning

5 papers

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Co-occurring keywords · papers mentioning both

conditional value at risk (2) stochastic optimization (2) temporal difference method (1) markov risk measure (1) mean-volatility objective (1) entropic value-at-risk (1) risk-averse reinforcement learning (1) heavy-tailed distribution (1) adversarial perturbation (1) variance optimization (1)

Papers

PRASS: Probabilistic Risk-averse Robust Learning with Stochastic Search IJCAI 2024 Finite Sample Analysis of Mean-Volatility Actor-Critic for Risk-Averse Reinforcement Learning AISTATS 2022 Learning with risk-averse feedback under potentially heavy tails AISTATS 2021 Risk-Averse Learning by Temporal Difference Methods with Markov Risk Measures JMLR 2021 Adaptive Sampling for Stochastic Risk-Averse Learning NeurIPS 2020