Reinforcement Learning

DM²: Decentralized Multi-Agent Reinforcement Learning via Distribution Matching AAAI 2023 Don’t Add, don’t Miss: Effective Content Preserving Generation from Pre-Selected Text Spans EMNLP 2023 Dream to Generalize: Zero-Shot Model-Based Reinforcement Learning for Unseen Visual Distractions AAAI 2023 Effective and Stable Role-Based Multi-Agent Collaboration by Structural Information Principles AAAI 2023 Efficient Deep Reinforcement Learning Requires Regulating Overfitting ICLR 2023 Efficient Potential-based Exploration in Reinforcement Learning using Inverse Dynamic Bisimulation Metric NeurIPS 2023 Enhancing Educational Dialogues: A Reinforcement Learning Approach for Generating AI Teacher Responses ACL 2023 Enhancing Language Model with Unit Test Techniques for Efficient Regular Expression Generation EMNLP 2023 Enhancing Task-oriented Dialogue Systems with Generative Post-processing Networks EMNLP 2023 EXCALIBUR: Encouraging and Evaluating Embodied Exploration CVPR 2023 Factually Consistent Summarization via Reinforcement Learning with Textual Entailment Feedback ACL 2023 FluidLab: A Differentiable Environment for Benchmarking Complex Fluid Manipulation ICLR 2023 For Pre-Trained Vision Models in Motor Control, Not All Policy Learning Methods are Created Equal ICML 2023 Generalize Learned Heuristics to Solve Large-scale Vehicle Routing Problems in Real-time ICLR 2023 Generating Dialog Responses with Specified Grammatical Items for Second Language Learning ACL 2023 Genetic Prompt Search via Exploiting Language Model Probabilities IJCAI 2023 GeoDRL: A Self-Learning Framework for Geometry Problem Solving using Reinforcement Learning in Deductive Reasoning ACL 2023 Goal-Conditioned Generators of Deep Policies AAAI 2023 Goal-Conditioned Predictive Coding for Offline Reinforcement Learning NeurIPS 2023 Greedy Actor-Critic: A New Conditional Cross-Entropy Method for Policy Improvement ICLR 2023 HIQL: Offline Goal-Conditioned RL with Latent States as Actions NeurIPS 2023 H-TSP: Hierarchically Solving the Large-Scale Traveling Salesman Problem AAAI 2023 Human-in-the-loop Abstractive Dialogue Summarization ACL 2023 Hybrid Learning with New Value Function for the Maximum Common Induced Subgraph Problem AAAI 2023 Hybrid-Regressive Paradigm for Accurate and Speed-Robust Neural Machine Translation ACL 2023