Policy Learning

Filtered Direct Preference Optimization EMNLP 2024 Fine-Tuning Language Models with Reward Learning on Policy NAACL 2024 Finite-Time Analysis of On-Policy Heterogeneous Federated Reinforcement Learning ICLR 2024 Finite-time complexity of incremental policy gradient methods for solving multi-task reinforcement learning L4DC 2024 Flipping-based Policy for Chance-Constrained Markov Decision Processes NeurIPS 2024 Flow as the Cross-domain Manipulation Interface CoRL 2024 FlowRetrieval: Flow-Guided Data Retrieval for Few-Shot Imitation Learning CoRL 2024 FREA: Feasibility-Guided Generation of Safety-Critical Scenarios with Reasonable Adversariality CoRL 2024 Free from Bellman Completeness: Trajectory Stitching via Model-based Return-conditioned Supervised Learning ICLR 2024 From Tarzan to Tolkien: Controlling the Language Proficiency Level of LLMs for Content Generation ACL 2024 From Words to Actions: Unveiling the Theoretical Underpinnings of LLM-Driven Autonomous Systems ICML 2024 GenDP: 3D Semantic Fields for Category-Level Generalizable Diffusion Policy CoRL 2024 Generalizable Policy Improvement via Reinforcement Sampling (Student Abstract) AAAI 2024 Generalized Policy Iteration using Tensor Approximation for Hybrid Control ICLR 2024 Generative Flow Networks as Entropy-Regularized RL AISTATS 2024 GenSim2: Scaling Robot Data Generation with Multi-modal and Reasoning LLMs CoRL 2024 Gentle Manipulation of Tree Branches: A Contact-Aware Policy Learning Approach CoRL 2024 GFlowNet Training by Policy Gradients ICML 2024 Global Optimality of Single-Timescale Actor-Critic under Continuous State-Action Space: A Study on Linear Quadratic Regulator IJCAI 2024 Goal-Conditioned On-Policy Reinforcement Learning NeurIPS 2024 Goal Conditioned Reinforcement Learning for Photo Finishing Tuning NeurIPS 2024 Goal-Reaching Policy Learning from Non-Expert Observations via Effective Subgoal Guidance CoRL 2024 GO-DICE: Goal-Conditioned Option-Aware Offline Imitation Learning via Stationary Distribution Correction Estimation AAAI 2024 Going Beyond Heuristics by Imposing Policy Improvement as a Constraint NeurIPS 2024 Graph-Triggered Rising Bandits ICML 2024