Methods

Optimal Decision Tree Policies for Markov Decision Processes IJCAI 2023 Optimal Exploration for Model-Based RL in Nonlinear Systems NeurIPS 2023 Optimal Goal-Reaching Reinforcement Learning via Quasimetric Learning ICML 2023 Optimal Horizon-Free Reward-Free Exploration for Linear Mixture MDPs ICML 2023 Optimal Transport for Offline Imitation Learning ICLR 2023 Optimal Treatment Allocation for Efficient Policy Evaluation in Sequential Decision Making NeurIPS 2023 Optimism and Delays in Episodic Reinforcement Learning AISTATS 2023 Optimism in Face of a Context:Regret Guarantees for Stochastic Contextual MDP AAAI 2023 Optimistic Active Exploration of Dynamical Systems NeurIPS 2023 Optimistic Exploration in Reinforcement Learning Using Symbolic Model Estimates NeurIPS 2023 Optimistic Natural Policy Gradient: a Simple Efficient Policy Optimization Framework for Online RL NeurIPS 2023 Optimistic PAC Reinforcement Learning: the Instance-Dependent View ALT 2023 Optimistic Planning by Regularized Dynamic Programming ICML 2023 Optimistic Thompson Sampling-based algorithms for episodic reinforcement learning UAI 2023 Optimizing Crop Management with Reinforcement Learning and Imitation Learning IJCAI 2023 Optimizing DDPM Sampling with Shortcut Fine-Tuning ICML 2023 Optimizing Pessimism in Dynamic Treatment Regimes: A Bayesian Learning Approach AISTATS 2023 Optimizing Solution-Samplers for Combinatorial Problems: The Landscape of Policy-Gradient Method NeurIPS 2023 Oracle-free Reinforcement Learning in Mean-Field Games along a Single Sample Path AISTATS 2023 Oracles & Followers: Stackelberg Equilibria in Deep Multi-Agent Reinforcement Learning ICML 2023 Ordering-based Conditions for Global Convergence of Policy Gradient Methods NeurIPS 2023 Order Matters: Agent-by-agent Policy Optimization ICLR 2023 Outcome-directed Reinforcement Learning by Uncertainty \& Temporal Distance-Aware Curriculum Goal Generation ICLR 2023 PAL to Lend a Helping Hand: Towards Building an Emotion Adaptive Polite and Empathetic Counseling Conversational Agent ACL 2023 Pandering in a (flexible) representative democracy UAI 2023