Reinforcement Learning

Models as Agents: Optimizing Multi-Step Predictions of Interactive Local Models in Model-Based Multi-Agent Reinforcement Learning AAAI 2023 MRRL: Modifying the Reference via Reinforcement Learning for Non-Autoregressive Joint Multiple Intent Detection and Slot Filling EMNLP 2023 Multi-Action Dialog Policy Learning from Logged User Feedback AAAI 2023 Multi-Agent Automated Machine Learning CVPR 2023 Multi-Agent congestion cost minimization with linear function approximations AISTATS 2023 Multi-Environment Pretraining Enables Transfer to Action Limited Datasets ICML 2023 Multiple-policy High-confidence Policy Evaluation AISTATS 2023 Multi-Task Off-Policy Learning from Bandit Feedback ICML 2023 Multi-task Representation Learning with Stochastic Linear Bandits AISTATS 2023 Multi Time Scale World Models NeurIPS 2023 Narrative Order Aware Story Generation via Bidirectional Pretraining Model with Optimal Transport Reward EMNLP 2023 Nash Regret Guarantees for Linear Bandits NeurIPS 2023 Nearly Optimal Latent State Decoding in Block MDPs AISTATS 2023 Near-optimal Conservative Exploration in Reinforcement Learning under Episode-wise Constraints ICML 2023 Near-Optimal Deployment Efficiency in Reward-Free Reinforcement Learning with Linear Function Approximation ICLR 2023 Necessary and Sufficient Conditions for Inverse Reinforcement Learning of Bayesian Stopping Time Problems JMLR 2023 Neural Volumetric Memory for Visual Locomotion Control CVPR 2023 Neuroevolution is a Competitive Alternative to Reinforcement Learning for Skill Discovery ICLR 2023 Neuro-Symbolic Class Expression Learning IJCAI 2023 Non-stationary Reinforcement Learning under General Function Approximation ICML 2023 Non-stationary Risk-Sensitive Reinforcement Learning: Near-Optimal Dynamic Regret, Adaptive Detection, and Separation Design AAAI 2023 No-Regret Online Reinforcement Learning with Adversarial Losses and Transitions NeurIPS 2023 Novel Ordering-Based Approaches for Causal Structure Learning in the Presence of Unobserved Variables AAAI 2023 OFCOURSE: A Multi-Agent Reinforcement Learning Environment for Order Fulfillment NeurIPS 2023 Off-Policy Actor-Critic with Emphatic Weightings JMLR 2023