Reinforcement Learning

Enhancing Numerical Reasoning with the Guidance of Reliable Reasoning Processes ACL 2024 Enhancing Reinforcement Learning with Dense Rewards from Language Model Critic EMNLP 2024 Enhancing Robustness in Deep Reinforcement Learning: A Lyapunov Exponent Approach NeurIPS 2024 EPO: Hierarchical LLM Agents with Environment Preference Optimization EMNLP 2024 ESRL: Efficient Sampling-Based Reinforcement Learning for Sequence Generation AAAI 2024 Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation ACL 2024 Evidential Stochastic Differential Equations for Time-Aware Sequential Recommendation NeurIPS 2024 Exploration by Learning Diverse Skills through Successor State Representations NeurIPS 2024 Exploring the Edges of Latent State Clusters for Goal-Conditioned Reinforcement Learning NeurIPS 2024 Expressive Multi-Agent Communication via Identity-Aware Learning AAAI 2024 FactorSim: Generative Simulation via Factorized Representation NeurIPS 2024 Fast and Knowledge-Free Deep Learning for General Game Playing (Student Abstract) AAAI 2024 Filtered Direct Preference Optimization EMNLP 2024 FlexPlanner: Flexible 3D Floorplanning via Deep Reinforcement Learning in Hybrid Action Space with Multi-Modality Representation NeurIPS 2024 Flipping-based Policy for Chance-Constrained Markov Decision Processes NeurIPS 2024 Focus-Then-Decide: Segmentation-Assisted Reinforcement Learning AAAI 2024 Frugal LMs Trained to Invoke Symbolic Solvers Achieve Parameter-Efficient Arithmetic Reasoning AAAI 2024 Functional Wasserstein Variational Policy Optimization UAI 2024 GarmentLab: A Unified Simulation and Benchmark for Garment Manipulation NeurIPS 2024 GDPO: Learning to Directly Align Language Models with Diversity Using GFlowNets EMNLP 2024 Generative Flow Networks as Entropy-Regularized RL AISTATS 2024 Goal Conditioned Reinforcement Learning for Photo Finishing Tuning NeurIPS 2024 Graph-Based Prediction and Planning Policy Network (GP3Net) for Scalable Self-Driving in Dynamic Environments Using Deep Reinforcement Learning AAAI 2024 Harnessing Network Effect for Fake News Mitigation: Selecting Debunkers via Self-Imitation Learning AAAI 2024 Hierarchical Diffusion Policy for Kinematics-Aware Multi-Task Robotic Manipulation CVPR 2024