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robust optimization

332 papers

RO

Papers

Solving Robust Markov Decision Processes: Generic, Reliable, Efficient AAAI 2025 Active Reinforcement Learning for Robust Building Control AAAI 2024 A Discretization Framework for Robust Contextual Stochastic Optimization ICLR 2024 Adversarially Robust Decision Transformer NeurIPS 2024 A Survey of Learning Criteria Going beyond the Usual Risk (Abstract Reprint) AAAI 2024 Clarifying the Behavior and the Difficulty of Adversarial Training AAAI 2024 Coevolutionary Algorithm for Building Robust Decision Trees under Minimax Regret AAAI 2024 Conformal Contextual Robust Optimization AISTATS 2024 Conformal Inverse Optimization NeurIPS 2024 Disentangling Linear Quadratic Control with Untrusted ML Predictions NeurIPS 2024 Dual Risk Minimization: Towards Next-Level Robustness in Fine-tuning Zero-Shot Models NeurIPS 2024 E2E-AT: A Unified Framework for Tackling Uncertainty in Task-Aware End-to-End Learning AAAI 2024 End-to-End Learning for Fair Multiobjective Optimization Under Uncertainty UAI 2024 Fair and Welfare-Efficient Constrained Multi-Matchings under Uncertainty NeurIPS 2024 High-dimensional (Group) Adversarial Training in Linear Regression NeurIPS 2024 HYDRA-FL: Hybrid Knowledge Distillation for Robust and Accurate Federated Learning NeurIPS 2024 Learning a Single Neuron Robustly to Distributional Shifts and Adversarial Label Noise NeurIPS 2024 MICRO: Model-Based Offline Reinforcement Learning with a Conservative Bellman Operator IJCAI 2024 Mitigating Covariate Shift in Misspecified Regression with Applications to Reinforcement Learning COLT 2024 Monte Carlo Tree Search in the Presence of Transition Uncertainty AAAI 2024 Near-Optimal Distributionally Robust Reinforcement Learning with General L_p Norms NeurIPS 2024 Near-Optimal Resilient Aggregation Rules for Distributed Learning Using 1-Center and 1-Mean Clustering with Outliers AAAI 2024 Neur2RO: Neural Two-Stage Robust Optimization ICLR 2024 Neural Combinatorial Optimization for Robust Routing Problem with Uncertain Travel Times NeurIPS 2024 Optimal Multi-Distribution Learning COLT 2024