conftrace_

uncertainty set

25 papers

Explore in graph

Co-occurring keywords

robust optimization (307) robust reinforcement learning (42) markov decision process (790) robust markov decision process (29) distributionally robust optimization (185) sample complexity (1169) domain generalization (1522) distributionally robust reinforcement learning (4) support vector machine (978) generative model (2892)

Papers

Solving Robust Markov Decision Processes: Generic, Reliable, Efficient AAAI 2025
Distributionally Robust Quickest Change Detection using Wasserstein Uncertainty Sets AISTATS 2024
Conformal Inverse Optimization NIPS 2024
Near-Optimal Distributionally Robust Reinforcement Learning with General $L_p$ Norms NIPS 2024
Distributionally Robust Off-Dynamics Reinforcement Learning: Provable Efficiency with Linear Function Approximation AISTATS 2024
Adaptive Conformal Prediction for Motion Planning among Dynamic Agents L4DC 2023
Improved Sample Complexity Bounds for Distributionally Robust Reinforcement Learning AISTATS 2023
Moderately Distributional Exploration for Domain Generalization ICML 2023
Model-Free Robust Average-Reward Reinforcement Learning ICML 2023
Robust Reinforcement Learning in Continuous Control Tasks with Uncertainty Set Regularization CORL 2023
Natural Actor-Critic for Robust Reinforcement Learning with Function Approximation NIPS 2023
Robust Reinforcement Learning using Offline Data NIPS 2022
Robust Policy Learning over Multiple Uncertainty Sets ICML 2022
Sample Complexity of Robust Reinforcement Learning with a Generative Model AISTATS 2022
Robust Streaming PCA NIPS 2022
Robust learning of tractable probabilistic models UAI 2022
Stable Adversarial Learning under Distributional Shifts AAAI 2021
Robust Policy Synthesis for Uncertain POMDPs via Convex Optimization IJCAI 2020
A Bayesian Approach to Robust Reinforcement Learning UAI 2019
Policy-Conditioned Uncertainty Sets for Robust Markov Decision Processes NIPS 2018
On Robustness and Regularization of Structural Support Vector Machines ICML 2014
Conjugate Relation between Loss Functions and Uncertainty Sets in Classification Problems JMLR 2013
Data-driven Distributionally Robust Polynomial Optimization NIPS 2013
A Conjugate Property between Loss Functions and Uncertainty Sets in Classification Problems COLT 2012
Distributionally Robust Markov Decision Processes NIPS 2010