Reinforcement Learning

The Unintended Consequences of Discount Regularization: Improving Regularization in Certainty Equivalence Reinforcement Learning ICML 2023 The Virtues of Laziness in Model-based RL: A Unified Objective and Algorithms ICML 2023 The Wisdom of Hindsight Makes Language Models Better Instruction Followers ICML 2023 Thompson Sampling with Diffusion Generative Prior ICML 2023 Tight Guarantees for Interactive Decision Making with the Decision-Estimation Coefficient COLT 2023 Towards a better understanding of representation dynamics under TD-learning ICML 2023 Towards Benchmarking and Improving the Temporal Reasoning Capability of Large Language Models ACL 2023 Towards Robust and Safe Reinforcement Learning with Benign Off-policy Data ICML 2023 Towards Understanding and Improving GFlowNet Training ICML 2023 TRAVEL: Tag-Aware Conversational FAQ Retrieval via Reinforcement Learning EMNLP 2023 trlX: A Framework for Large Scale Reinforcement Learning from Human Feedback EMNLP 2023 Truncating Trajectories in Monte Carlo Reinforcement Learning ICML 2023 Tuna: Instruction Tuning using Feedback from Large Language Models EMNLP 2023 Tuning Computer Vision Models With Task Rewards ICML 2023 UniDexGrasp: Universal Robotic Dexterous Grasping via Learning Diverse Proposal Generation and Goal-Conditioned Policy CVPR 2023 Uniformly Conservative Exploration in Reinforcement Learning AISTATS 2023 Universal Morphology Control via Contextual Modulation ICML 2023 User-Oriented Robust Reinforcement Learning AAAI 2023 VA-learning as a more efficient alternative to Q-learning ICML 2023 Variance-Dependent Regret Bounds for Linear Bandits and Reinforcement Learning: Adaptivity and Computational Efficiency COLT 2023 VIPeR: Provably Efficient Algorithm for Offline RL with Neural Function Approximation ICLR 2023 VOQL: Towards Optimal Regret in Model-free RL with Nonlinear Function Approximation COLT 2023 VOCE: Variational Optimization with Conservative Estimation for Offline Safe Reinforcement Learning NeurIPS 2023 Warm-Start Actor-Critic: From Approximation Error to Sub-optimality Gap ICML 2023 Wasserstein Actor-Critic: Directed Exploration via Optimism for Continuous-Actions Control AAAI 2023