markov decision process

The Role of Coverage in Online Reinforcement Learning ICLR 2023 The Unintended Consequences of Discount Regularization: Improving Regularization in Certainty Equivalence Reinforcement Learning ICML 2023 Towards Theoretical Understanding of Inverse Reinforcement Learning ICML 2023 Transforming a Quadruped into a Guide Robot for the Visually Impaired: Formalizing Wayfinding, Interaction Modeling, and Safety Mechanism CoRL 2023 Unified Off-Policy Learning to Rank: a Reinforcement Learning Perspective NeurIPS 2023 Value Memory Graph: A Graph-Structured World Model for Offline Reinforcement Learning ICLR 2023 Variational Latent Branching Model for Off-Policy Evaluation ICLR 2023 VIPeR: Provably Efficient Algorithm for Offline RL with Neural Function Approximation ICLR 2023 Wasserstein Auto-encoded MDPs: Formal Verification of Efficiently Distilled RL Policies with Many-sided Guarantees ICLR 2023 Weakly Coupled Deep Q-Networks NeurIPS 2023 Zero-Shot Linear Combinations of Grounded Social Interactions with Linear Social MDPs AAAI 2023 A Boosting Approach to Reinforcement Learning NeurIPS 2022 Actor-Critic based Improper Reinforcement Learning ICML 2022 Adaptive Multi-Goal Exploration AISTATS 2022 A Dual Approach to Constrained Markov Decision Processes with Entropy Regularization AISTATS 2022 Amortized Tree Generation for Bottom-up Synthesis Planning and Synthesizable Molecular Design ICLR 2022 Anchor-Changing Regularized Natural Policy Gradient for Multi-Objective Reinforcement Learning NeurIPS 2022 An Experimental Design Perspective on Model-Based Reinforcement Learning ICLR 2022 A Non-asymptotic Analysis of Non-parametric Temporal-Difference Learning NeurIPS 2022 Bayesian Risk Markov Decision Processes NeurIPS 2022 Beyond No Regret: Instance-Dependent PAC Reinforcement Learning COLT 2022 Beyond Strong-Cyclic: Doing Your Best in Stochastic Environments IJCAI 2022 Can Q-learning be Improved with Advice? COLT 2022 Cascaded Gaps: Towards Logarithmic Regret for Risk-Sensitive Reinforcement Learning ICML 2022 Chaining Value Functions for Off-Policy Learning AAAI 2022