markov decision process

A Rigorous Risk-aware Linear Approach to Extended Markov Ratio Decision Processes with Embedded Learning IJCAI 2023 A Unified Analysis of Nonstochastic Delayed Feedback for Combinatorial Semi-Bandits, Linear Bandits, and MDPs COLT 2023 Autonomous Exploration for Navigating in MDPs Using Blackbox RL Algorithms IJCAI 2023 Bayesian Learning of Optimal Policies in Markov Decision Processes with Countably Infinite State-Space NeurIPS 2023 Beyond Average Return in Markov Decision Processes NeurIPS 2023 Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with Q-Value Predictions NeurIPS 2023 Bilinear Exponential Family of MDPs: Frequentist Regret Bound with Tractable Exploration & Planning AAAI 2023 BQ-NCO: Bisimulation Quotienting for Efficient Neural Combinatorial Optimization NeurIPS 2023 Bridging RL Theory and Practice with the Effective Horizon NeurIPS 2023 Corruption-Robust Algorithms with Uncertainty Weighting for Nonlinear Contextual Bandits and Markov Decision Processes ICML 2023 Corruption-Robust Offline Reinforcement Learning with General Function Approximation NeurIPS 2023 Demonstrating A Walk in the Park: Learning to Walk in 20 Minutes With Model-Free Reinforcement Learning RSS 2023 Detection of Man-in-the-Middle Attacks in Model-Free Reinforcement Learning L4DC 2023 DiFA: Differentiable Feature Acquisition AAAI 2023 Differentially Private Episodic Reinforcement Learning with Heavy-tailed Rewards ICML 2023 Disentangling Reafferent Effects by Doing Nothing AAAI 2023 Double Duality: Variational Primal-Dual Policy Optimization for Constrained Reinforcement Learning JMLR 2023 Efficient Global Planning in Large MDPs via Stochastic Primal-Dual Optimization ALT 2023 Eliciting User Preferences for Personalized Multi-Objective Decision Making through Comparative Feedback NeurIPS 2023 Entropic Risk Optimization in Discounted MDPs AISTATS 2023 Exploiting Multiple Abstractions in Episodic RL via Reward Shaping AAAI 2023 Fast Bellman Updates for Wasserstein Distributionally Robust MDPs NeurIPS 2023 Finding Counterfactually Optimal Action Sequences in Continuous State Spaces NeurIPS 2023 Finding Safe Zones of Markov Decision Processes Policies NeurIPS 2023 Formally Verified Solution Methods for Markov Decision Processes AAAI 2023