Policy Learning

Online Reinforcement Learning with Uncertain Episode Lengths AAAI 2023 On Many-Actions Policy Gradient ICML 2023 On The Convergence Of Policy Iteration-Based Reinforcement Learning With Monte Carlo Policy Evaluation AISTATS 2023 On the Convergence of SARSA with Linear Function Approximation ICML 2023 On the Effectiveness of Offline RL for Dialogue Response Generation ICML 2023 On the Global Convergence of Risk-Averse Policy Gradient Methods with Expected Conditional Risk Measures ICML 2023 On the Occupancy Measure of Non-Markovian Policies in Continuous MDPs ICML 2023 On the Relation between Policy Improvement and Off-Policy Minimum-Variance Policy Evaluation UAI 2023 On the Study of Curriculum Learning for Inferring Dispatching Policies on the Job Shop Scheduling IJCAI 2023 Optimal Conservative Offline RL with General Function Approximation via Augmented Lagrangian ICLR 2023 Optimal Convergence Rate for Exact Policy Mirror Descent in Discounted Markov Decision Processes NeurIPS 2023 Optimal Decision Tree Policies for Markov Decision Processes IJCAI 2023 Optimal Goal-Reaching Reinforcement Learning via Quasimetric Learning ICML 2023 Optimal Transport for Offline Imitation Learning ICLR 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 Natural Policy Gradient: a Simple Efficient Policy Optimization Framework for Online RL NeurIPS 2023 Optimistic Planning by Regularized Dynamic Programming ICML 2023 Optimizing Crop Management with Reinforcement Learning and Imitation Learning IJCAI 2023 Optimizing DDPM Sampling with Shortcut Fine-Tuning ICML 2023 Optimizing Solution-Samplers for Combinatorial Problems: The Landscape of Policy-Gradient Method NeurIPS 2023 Ordering-based Conditions for Global Convergence of Policy Gradient Methods NeurIPS 2023 Order Matters: Agent-by-agent Policy Optimization ICLR 2023 PARTNER: A Persuasive Mental Health and Legal Counselling Dialogue System for Women and Children Crime Victims IJCAI 2023