Policy Learning

Episodic Policy Gradient Training AAAI 2022 Evaluating Model-Based Planning and Planner Amortization for Continuous Control ICLR 2022 Explicable Policy Search NeurIPS 2022 Exploring through Random Curiosity with General Value Functions NeurIPS 2022 Exploring with Sticky Mittens: Reinforcement Learning with Expert Interventions via Option Templates CoRL 2022 Exponential Family Model-Based Reinforcement Learning via Score Matching NeurIPS 2022 Factual Accuracy is not Enough: Planning Consistent Description Order for Radiology Report Generation EMNLP 2022 Finite Sample Analysis of Mean-Volatility Actor-Critic for Risk-Averse Reinforcement Learning AISTATS 2022 From Dirichlet to Rubin: Optimistic Exploration in RL without Bonuses ICML 2022 Fully Adaptive Framework: Neural Computerized Adaptive Testing for Online Education AAAI 2022 Fully General Online Imitation Learning JMLR 2022 Gap-Dependent Unsupervised Exploration for Reinforcement Learning AISTATS 2022 Generalised Policy Improvement with Geometric Policy Composition ICML 2022 Generalized Decision Transformer for Offline Hindsight Information Matching ICLR 2022 Generalizing Goal-Conditioned Reinforcement Learning with Variational Causal Reasoning NeurIPS 2022 Generalizing off-policy learning under sample selection bias UAI 2022 Generating Multiple-Length Summaries via Reinforcement Learning for Unsupervised Sentence Summarization EMNLP 2022 Giving Feedback on Interactive Student Programs with Meta-Exploration NeurIPS 2022 Global Convergence of Direct Policy Search for State-Feedback H_∞ Robust Control: A Revisit of Nonsmooth Synthesis with Goldstein Subdifferential NeurIPS 2022 Globally Convergent Policy Search for Output Estimation NeurIPS 2022 Global Optimality and Finite Sample Analysis of Softmax Off-Policy Actor Critic under State Distribution Mismatch JMLR 2022 Goal Recognition as Reinforcement Learning AAAI 2022 Gradient Information Matters in Policy Optimization by Back-propagating through Model ICLR 2022 GRASP: Navigating Retrosynthetic Planning with Goal-driven Policy NeurIPS 2022 Greedification Operators for Policy Optimization: Investigating Forward and Reverse KL Divergences JMLR 2022