conditional value at risk

Safe Multi-Agent Reinforcement Learning via Distributional Safety Critic and Maximum Entropy Optimization AAAI 2026 Spectral Conformal Risk Control: Distribution-Free Tail Guarantees via Bayesian Quadrature CVPR 2026 Fast and Robust: Task Sampling with Posterior and Diversity Synergies for Adaptive Decision-Makers in Randomized Environments ICML 2025 Near-Optimal Sample Complexity for Iterated CVaR Reinforcement Learning with a Generative Model AISTATS 2025 Optimizing Return Distributions with Distributional Dynamic Programming JMLR 2025 A Unified Framework for Bayesian Optimization under Contextual Uncertainty ICLR 2024 Communication-Efficient Federated Group Distributionally Robust Optimization NeurIPS 2024 Distributionally Robust Optimization as a Scalable Framework to Characterize Extreme Value Distributions UAI 2024 Handling Long and Richly Constrained Tasks through Constrained Hierarchical Reinforcement Learning AAAI 2024 High Probability and Risk-Averse Guarantees for a Stochastic Accelerated Primal-Dual Method JMLR 2024 Large-Scale Non-convex Stochastic Constrained Distributionally Robust Optimization AAAI 2024 Meta-VBO: Utilizing Prior Tasks in Optimizing Risk Measures with Gaussian Processes ICLR 2024 Provably Efficient CVaR RL in Low-rank MDPs ICLR 2024 Provably Efficient Iterated CVaR Reinforcement Learning with Function Approximation and Human Feedback ICLR 2024 Reward Penalties on Augmented States for Solving Richly Constrained RL Effectively AAAI 2024 Risk-Averse Fine-tuning of Large Language Models NeurIPS 2024 Risk Estimation in a Markov Cost Process: Lower and Upper Bounds ICML 2024 Risk-Sensitive Online Algorithms (Extended Abstract) COLT 2024 Risk-Sensitive Policy Optimization via Predictive CVaR Policy Gradient ICML 2024 Risk-Sensitive Reward-Free Reinforcement Learning with CVaR ICML 2024 SafeAR: Safe Algorithmic Recourse by Risk-Aware Policies AAAI 2024 Safe Collaborative Filtering ICLR 2024 A Distribution Optimization Framework for Confidence Bounds of Risk Measures ICML 2023 A Model-Based Method for Minimizing CVaR and Beyond ICML 2023 A Risk-Sensitive Approach to Policy Optimization AAAI 2023