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Policy Gradient Methods

Papers

Showing 125 of 382 papers

TitleStatusHype
Improving DAPO from a Mixed-Policy Perspective0
Local Pairwise Distance Matching for Backpropagation-Free Reinforcement Learning0
Solving Zero-Sum Convex Markov Games0
Equivalence of stochastic and deterministic policy gradients0
Enhanced DACER Algorithm with High Diffusion Efficiency0
On Global Convergence Rates for Federated Policy Gradient under Heterogeneous Environment0
Learning from Algorithm Feedback: One-Shot SAT Solver Guidance with GNNs0
Policy Testing in Markov Decision Processes0
Self-Evolving Curriculum for LLM Reasoning0
KIPPO: Koopman-Inspired Proximal Policy Optimization0
Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language ModelsCode3
Token-Efficient RL for LLM Reasoning0
Evolutionary Policy Optimization0
Hierarchical Policy-Gradient Reinforcement Learning for Multi-Agent Shepherding Control of Non-Cohesive TargetsCode0
Ordering-based Conditions for Global Convergence of Policy Gradient Methods0
Analysis of On-policy Policy Gradient Methods under the Distribution Mismatch0
Residual Policy Gradient: A Reward View of KL-regularized Objective0
ROCM: RLHF on consistency models0
Convergence Guarantees of Model-free Policy Gradient Methods for LQR with Stochastic DataCode0
SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin0
A Self-Supervised Reinforcement Learning Approach for Fine-Tuning Large Language Models Using Cross-Attention Signals0
Reevaluating Policy Gradient Methods for Imperfect-Information GamesCode1
Fine-Tuning Discrete Diffusion Models with Policy Gradient MethodsCode1
Computing and Learning Stationary Mean Field Equilibria with Scalar Interactions: Algorithms and Applications0
Metastable Dynamics of Chain-of-Thought Reasoning: Provable Benefits of Search, RL and Distillation0
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