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Policy Gradient Methods

Papers archive 2025-07-28

archive papers tagged: 382 · with a code link: 103 · where Syntology ran a sample: 33 (32 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (33 of 382 tagged: 32 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument)

Page 2 of 4: papers 101 to 200 of 382, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Cold-Start Reinforcement Learning with Softmax Policy Gradient
  27 Sep 2017 1 repository listed
• Reproducibility of Benchmarked Deep Reinforcement Learning Tasks for Continuous Control
  10 Aug 2017 1 repository listed
• Dual Learning for Machine Translation
  1 Nov 2016 1 repository listed
• Improving DAPO from a Mixed-Policy Perspective
  17 Jul 2025 0 repositories listed
• Local Pairwise Distance Matching for Backpropagation-Free Reinforcement Learning
  15 Jul 2025 0 repositories listed
• Solving Zero-Sum Convex Markov Games
  19 Jun 2025 0 repositories listed
• Enhanced DACER Algorithm with High Diffusion Efficiency
  29 May 2025 0 repositories listed
• Equivalence of stochastic and deterministic policy gradients
  29 May 2025 0 repositories listed
• On Global Convergence Rates for Federated Policy Gradient under Heterogeneous Environment
  29 May 2025 0 repositories listed
• Learning from Algorithm Feedback: One-Shot SAT Solver Guidance with GNNs
  21 May 2025 0 repositories listed
• Policy Testing in Markov Decision Processes
  21 May 2025 0 repositories listed
• KIPPO: Koopman-Inspired Proximal Policy Optimization
  20 May 2025 0 repositories listed
• Self-Evolving Curriculum for LLM Reasoning
  20 May 2025 0 repositories listed
• Token-Efficient RL for LLM Reasoning
  29 Apr 2025 0 repositories listed
• Evolutionary Policy Optimization
  17 Apr 2025 0 repositories listed
• Ordering-based Conditions for Global Convergence of Policy Gradient Methods
  2 Apr 2025 0 repositories listed
• Analysis of On-policy Policy Gradient Methods under the Distribution Mismatch
  28 Mar 2025 0 repositories listed
• Residual Policy Gradient: A Reward View of KL-regularized Objective
  14 Mar 2025 0 repositories listed
• ROCM: RLHF on consistency models
  8 Mar 2025 0 repositories listed
• SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin
  19 Feb 2025 0 repositories listed
• A Self-Supervised Reinforcement Learning Approach for Fine-Tuning Large Language Models Using Cross-Attention Signals
  14 Feb 2025 0 repositories listed
• Computing and Learning Stationary Mean Field Equilibria with Scalar Interactions: Algorithms and Applications
  2 Feb 2025 0 repositories listed
• Metastable Dynamics of Chain-of-Thought Reasoning: Provable Benefits of Search, RL and Distillation
  2 Feb 2025 0 repositories listed
• Self-Interested Agents in Collaborative Learning: An Incentivized Adaptive Data-Centric Framework
  9 Dec 2024 0 repositories listed
• BOTS: Batch Bayesian Optimization of Extended Thompson Sampling for Severely Episode-Limited RL Settings
  30 Nov 2024 0 repositories listed Syntology 3 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 6 unverified (of 9 harvested samples) · 9 pointer-only (licence)
• Solving Rubik's Cube Without Tricky Sampling
  29 Nov 2024 0 repositories listed
• Q-SFT: Q-Learning for Language Models via Supervised Fine-Tuning
  7 Nov 2024 0 repositories listed
• Truncating Trajectories in Monte Carlo Policy Evaluation: an Adaptive Approach
  17 Oct 2024 0 repositories listed
• Learning in complex action spaces without policy gradients
  8 Oct 2024 0 repositories listed
• Strongly-polynomial time and validation analysis of policy gradient methods
  28 Sep 2024 0 repositories listed
• Landscape of Policy Optimization for Finite Horizon MDPs with General State and Action
  25 Sep 2024 0 repositories listed
• Reinforcement Learning for Causal Discovery without Acyclicity Constraints
  24 Aug 2024 0 repositories listed
• Deterministic Policy Gradient Primal-Dual Methods for Continuous-Space Constrained MDPs
  19 Aug 2024 0 repositories listed
• From Imitation to Refinement -- Residual RL for Precise Assembly
  23 Jul 2024 0 repositories listed
• PG-Rainbow: Using Distributional Reinforcement Learning in Policy Gradient Methods
  18 Jul 2024 0 repositories listed
• Towards Adapting Reinforcement Learning Agents to New Tasks: Insights from Q-Values
  14 Jul 2024 0 repositories listed
• Augmented Bayesian Policy Search
  5 Jul 2024 0 repositories listed
• Improving Reward-Conditioned Policies for Multi-Armed Bandits using Normalized Weight Functions
  16 Jun 2024 0 repositories listed
• Current applications and potential future directions of reinforcement learning-based Digital Twins in agriculture
  13 Jun 2024 0 repositories listed
• Optimal Rates of Convergence for Entropy Regularization in Discounted Markov Decision Processes
  6 Jun 2024 0 repositories listed
• Entropy annealing for policy mirror descent in continuous time and space
  30 May 2024 0 repositories listed
• Mollification Effects of Policy Gradient Methods
  28 May 2024 0 repositories listed
• Linear Function Approximation as a Computationally Efficient Method to Solve Classical Reinforcement Learning Challenges
  27 May 2024 0 repositories listed
• Policy Gradient Methods for Risk-Sensitive Distributional Reinforcement Learning with Provable Convergence
  23 May 2024 0 repositories listed
• Almost sure convergence rates of stochastic gradient methods under gradient domination
  22 May 2024 0 repositories listed
• An Initial Introduction to Cooperative Multi-Agent Reinforcement Learning
  10 May 2024 0 repositories listed
• Federated Reinforcement Learning with Constraint Heterogeneity
  6 May 2024 0 repositories listed
• Off-OAB: Off-Policy Policy Gradient Method with Optimal Action-Dependent Baseline
  4 May 2024 0 repositories listed
• Information-Theoretic Opacity-Enforcement in Markov Decision Processes
  30 Apr 2024 0 repositories listed
• Control randomisation approach for policy gradient and application to reinforcement learning in optimal switching
  27 Apr 2024 0 repositories listed
• Actor-Critic Reinforcement Learning with Phased Actor
  18 Apr 2024 0 repositories listed
• Intervention-Assisted Policy Gradient Methods for Online Stochastic Queuing Network Optimization: Technical Report
  5 Apr 2024 0 repositories listed
• Elementary Analysis of Policy Gradient Methods
  4 Apr 2024 0 repositories listed
• ReAct Meets ActRe: When Language Agents Enjoy Training Data Autonomy
  21 Mar 2024 0 repositories listed
• Towards Global Optimality for Practical Average Reward Reinforcement Learning without Mixing Time Oracles
  18 Mar 2024 0 repositories listed
• Global Convergence Guarantees for Federated Policy Gradient Methods with Adversaries
  15 Mar 2024 0 repositories listed
• Towards Efficient Risk-Sensitive Policy Gradient: An Iteration Complexity Analysis
  13 Mar 2024 0 repositories listed
• Provable Policy Gradient Methods for Average-Reward Markov Potential Games
  9 Mar 2024 0 repositories listed
• Fill-and-Spill: Deep Reinforcement Learning Policy Gradient Methods for Reservoir Operation Decision and Control
  7 Mar 2024 0 repositories listed
• Stabilizing Policy Gradients for Stochastic Differential Equations via Consistency with Perturbation Process
  7 Mar 2024 0 repositories listed
• Towards Provable Log Density Policy Gradient
  3 Mar 2024 0 repositories listed
• Reusing Historical Trajectories in Natural Policy Gradient via Importance Sampling: Convergence and Convergence Rate
  1 Mar 2024 0 repositories listed
• When Do Off-Policy and On-Policy Policy Gradient Methods Align?
  19 Feb 2024 0 repositories listed
• Identifying Policy Gradient Subspaces
  12 Jan 2024 0 repositories listed
• Global Convergence of Natural Policy Gradient with Hessian-aided Momentum Variance Reduction
  2 Jan 2024 0 repositories listed
• Training Diffusion Models Towards Diverse Image Generation with Reinforcement Learning
  1 Jan 2024 0 repositories listed
• Optimistic Policy Gradient in Multi-Player Markov Games with a Single Controller: Convergence Beyond the Minty Property
  19 Dec 2023 0 repositories listed
• Privacy Preserving Multi-Agent Reinforcement Learning in Supply Chains
  9 Dec 2023 0 repositories listed
• RL Dreams: Policy Gradient Optimization for Score Distillation based 3D Generation
  8 Dec 2023 0 repositories listed
• Score-Aware Policy-Gradient Methods and Performance Guarantees using Local Lyapunov Conditions: Applications to Product-Form Stochastic Networks and Queueing Systems
  5 Dec 2023 0 repositories listed
• A Large Deviations Perspective on Policy Gradient Algorithms
  13 Nov 2023 0 repositories listed
• On the Second-Order Convergence of Biased Policy Gradient Algorithms
  5 Nov 2023 0 repositories listed
• Riemannian stochastic optimization methods avoid strict saddle points
  4 Nov 2023 0 repositories listed
• Federated Natural Policy Gradient and Actor Critic Methods for Multi-task Reinforcement Learning
  1 Nov 2023 0 repositories listed
• Optimization Landscape of Policy Gradient Methods for Discrete-time Static Output Feedback
  29 Oct 2023 0 repositories listed
• f-Policy Gradients: A General Framework for Goal Conditioned RL using f-Divergences
  10 Oct 2023 0 repositories listed
• Global Convergence of Policy Gradient Methods in Reinforcement Learning, Games and Control
  8 Oct 2023 0 repositories listed
• Optimizing Solution-Samplers for Combinatorial Problems: The Landscape of Policy-Gradient Methods
  8 Oct 2023 0 repositories listed
• Beyond Stationarity: Convergence Analysis of Stochastic Softmax Policy Gradient Methods
  4 Oct 2023 0 repositories listed
• Sample Complexity of Neural Policy Mirror Descent for Policy Optimization on Low-Dimensional Manifolds
  25 Sep 2023 0 repositories listed
• Commodities Trading through Deep Policy Gradient Methods
  10 Aug 2023 0 repositories listed
• Learning Decentralized Partially Observable Mean Field Control for Artificial Collective Behavior
  12 Jul 2023 0 repositories listed
• Provably Convergent Policy Optimization via Metric-aware Trust Region Methods
  25 Jun 2023 0 repositories listed
• Correcting discount-factor mismatch in on-policy policy gradient methods
  23 Jun 2023 0 repositories listed
• Acceleration in Policy Optimization
  18 Jun 2023 0 repositories listed
• Deep Policy Gradient Methods in Commodity Markets
  14 Jun 2023 0 repositories listed
• Stepsize Learning for Policy Gradient Methods in Contextual Markov Decision Processes
  13 Jun 2023 0 repositories listed
• Confidence-Controlled Exploration: Efficient Sparse-Reward Policy Learning for Robot Navigation
  9 Jun 2023 0 repositories listed
• Solving Robust MDPs through No-Regret Dynamics
  30 May 2023 0 repositories listed
• Adaptive Policy Learning to Additional Tasks
  24 May 2023 0 repositories listed
• Shattering the Agent-Environment Interface for Fine-Tuning Inclusive Language Models
  19 May 2023 0 repositories listed
• Policy Gradient Methods for Discrete Time Linear Quadratic Regulator With Random Parameters
  29 Mar 2023 0 repositories listed
• Policy Mirror Descent Inherently Explores Action Space
  8 Mar 2023 0 repositories listed
• Policy gradient learning methods for stochastic control with exit time and applications to share repurchase pricing
  14 Feb 2023 0 repositories listed
• A Policy Gradient Framework for Stochastic Optimal Control Problems with Global Convergence Guarantee
  11 Feb 2023 0 repositories listed
• Stochastic Policy Gradient Methods: Improved Sample Complexity for Fisher-non-degenerate Policies
  3 Feb 2023 0 repositories listed
• Accelerating Policy Gradient by Estimating Value Function from Prior Computation in Deep Reinforcement Learning
  2 Feb 2023 0 repositories listed
• Policy Gradient for Rectangular Robust Markov Decision Processes
  31 Jan 2023 0 repositories listed
• SoftTreeMax: Exponential Variance Reduction in Policy Gradient via Tree Search
  30 Jan 2023 0 repositories listed
• Stochastic Dimension-reduced Second-order Methods for Policy Optimization
  28 Jan 2023 0 repositories listed

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.