robust optimization

306 papers

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Also known as

RO DYRO

Co-occurring keywords

adversarial training (1261) adversarial robustness (1335) markov decision process (788) adversarial learning (1592) adversarial attack (1599) neural network (6616) reinforcement learning (4122) outlier detection (318) robust markov decision process (29) policy optimization (630)

Papers

Policy Optimization for Robust Average Reward MDPs NIPS 2024

A Survey of Learning Criteria Going beyond the Usual Risk (Abstract Reprint) AAAI 2024

Adversarially Robust Decision Transformer NIPS 2024

Coevolutionary Algorithm for Building Robust Decision Trees under Minimax Regret AAAI 2024

Clarifying the Behavior and the Difficulty of Adversarial Training AAAI 2024

Fair and Welfare-Efficient Constrained Multi-Matchings under Uncertainty NIPS 2024

Active Reinforcement Learning for Robust Building Control AAAI 2024

High-dimensional (Group) Adversarial Training in Linear Regression NIPS 2024

Conformal Contextual Robust Optimization AISTATS 2024

Near-Optimal Resilient Aggregation Rules for Distributed Learning Using 1-Center and 1-Mean Clustering with Outliers AAAI 2024

Near-Optimal Distributionally Robust Reinforcement Learning with General $L_p$ Norms NIPS 2024

Optimal Multi-Distribution Learning COLT 2024

E2E-AT: A Unified Framework for Tackling Uncertainty in Task-Aware End-to-End Learning AAAI 2024

Towards Robust Learning to Optimize with Theoretical Guarantees CVPR 2024

Robust Offline Reinforcement Learning with Heavy-Tailed Rewards AISTATS 2024

Monte Carlo Tree Search in the Presence of Transition Uncertainty AAAI 2024

Revisiting Adversarial Training at Scale CVPR 2024

HYDRA-FL: Hybrid Knowledge Distillation for Robust and Accurate Federated Learning NIPS 2024

SURE: SUrvey REcipes for building reliable and robust deep networks CVPR 2024

Time-Constrained Robust MDPs NIPS 2024

Perturbation-Invariant Adversarial Training for Neural Ranking Models: Improving the Effectiveness-Robustness Trade-Off AAAI 2024

Optimal Transport for Measures with Noisy Tree Metric AISTATS 2024

Robust Reward Placement under Uncertainty IJCAI 2024

Mitigating Covariate Shift in Misspecified Regression with Applications to Reinforcement Learning COLT 2024

Robust Losses for Decision-Focused Learning IJCAI 2024