Browse State-of-the-Art › Reinforcement Learning (RL) › Papers, page 49

Reinforcement Learning (RL)

Papers archive 2025-07-28

archive papers tagged: 15,113 · with a code link: 4,749 · where Syntology ran a sample: 1,416 (1,186 with a run with no instrument failure, 230 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (1,416 of 15,113 tagged: 1,186 with a run with no instrument failure, 230 where every run was a failure of Syntology's instrument)

Page 49 of 152: papers 4,801 to 4,900 of 15,113, 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.

• IntelliLung: Advancing Safe Mechanical Ventilation using Offline RL with Hybrid Actions and Clinically Aligned Rewards
  17 Jun 2025 0 repositories listed
• PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning
  17 Jun 2025 0 repositories listed
• Reasoning with Exploration: An Entropy Perspective
  17 Jun 2025 0 repositories listed
• Ring-lite: Scalable Reasoning via C3PO-Stabilized Reinforcement Learning for LLMs
  17 Jun 2025 0 repositories listed
• Unsupervised Skill Discovery through Skill Regions Differentiation
  17 Jun 2025 0 repositories listed
• Zeroth-Order Optimization is Secretly Single-Step Policy Optimization
  17 Jun 2025 0 repositories listed
• A Technical Study into Small Reasoning Language Models
  16 Jun 2025 0 repositories listed
• AceReason-Nemotron 1.1: Advancing Math and Code Reasoning through SFT and RL Synergy
  16 Jun 2025 0 repositories listed
• Can you see how I learn? Human observers' inferences about Reinforcement Learning agents' learning processes
  16 Jun 2025 0 repositories listed
• Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning
  16 Jun 2025 0 repositories listed
• ReinDSplit: Reinforced Dynamic Split Learning for Pest Recognition in Precision Agriculture
  16 Jun 2025 0 repositories listed
• RL-Guided MPC for Autonomous Greenhouse Control
  16 Jun 2025 0 repositories listed
• Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation
  16 Jun 2025 0 repositories listed
• StaQ it! Growing neural networks for Policy Mirror Descent
  16 Jun 2025 0 repositories listed
• The Courage to Stop: Overcoming Sunk Cost Fallacy in Deep Reinforcement Learning
  16 Jun 2025 0 repositories listed Syntology 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• CAPO: Reinforcing Consistent Reasoning in Medical Decision-Making
  15 Jun 2025 0 repositories listed
• Federated Neuroevolution O-RAN: Enhancing the Robustness of Deep Reinforcement Learning xApps
  15 Jun 2025 0 repositories listed
• MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document Retrieval
  14 Jun 2025 0 repositories listed
• Automated Treatment Planning for Interstitial HDR Brachytherapy for Locally Advanced Cervical Cancer using Deep Reinforcement Learning
  13 Jun 2025 0 repositories listed
• Eliciting Reasoning in Language Models with Cognitive Tools
  13 Jun 2025 0 repositories listed
• LearnAlign: Reasoning Data Selection for Reinforcement Learning in Large Language Models Based on Improved Gradient Alignment
  13 Jun 2025 0 repositories listed
• ReVeal: Self-Evolving Code Agents via Iterative Generation-Verification
  13 Jun 2025 0 repositories listed
• Magistral
  12 Jun 2025 0 repositories listed
• PAG: Multi-Turn Reinforced LLM Self-Correction with Policy as Generative Verifier
  12 Jun 2025 0 repositories listed
• Attention on flow control: transformer-based reinforcement learning for lift regulation in highly disturbed flows
  11 Jun 2025 0 repositories listed
• A Survey on the Role of Artificial Intelligence and Machine Learning in 6G-V2X Applications
  11 Jun 2025 0 repositories listed
• Automatic Treatment Planning using Reinforcement Learning for High-dose-rate Prostate Brachytherapy
  11 Jun 2025 0 repositories listed
• Bridging Continuous-time LQR and Reinforcement Learning via Gradient Flow of the Bellman Error
  11 Jun 2025 0 repositories listed
• How to Provably Improve Return Conditioned Supervised Learning?
  10 Jun 2025 0 repositories listed
• MasHost Builds It All: Autonomous Multi-Agent System Directed by Reinforcement Learning
  10 Jun 2025 0 repositories listed
• Robust Evolutionary Multi-Objective Network Architecture Search for Reinforcement Learning (EMNAS-RL)
  10 Jun 2025 0 repositories listed
• DeepForm: Reasoning Large Language Model for Communication System Formulation
  10 Jun 2025 0 repositories listed
• Exploration by Random Reward Perturbation
  10 Jun 2025 0 repositories listed
• Optimal Operating Strategy for PV-BESS Households: Balancing Self-Consumption and Self-Sufficiency
  10 Jun 2025 0 repositories listed
• Policy-Based Trajectory Clustering in Offline Reinforcement Learning
  10 Jun 2025 0 repositories listed
• Reinforcement Learning Teachers of Test Time Scaling
  10 Jun 2025 0 repositories listed Syntology 18 ran (of which 0 constructed an object rather than computing a result; 18 with no instrument failure: 0 honoured, 0 violated, 18 with no contract checked; 0 where Syntology's instrument failed) · 7 unverified (of 25 harvested samples)
• TGRPO :Fine-tuning Vision-Language-Action Model via Trajectory-wise Group Relative Policy Optimization
  10 Jun 2025 0 repositories listed
• AbstRaL: Augmenting LLMs' Reasoning by Reinforcing Abstract Thinking
  9 Jun 2025 0 repositories listed
• Bingo: Boosting Efficient Reasoning of LLMs via Dynamic and Significance-based Reinforcement Learning
  9 Jun 2025 0 repositories listed
• Decentralizing Multi-Agent Reinforcement Learning with Temporal Causal Information
  9 Jun 2025 0 repositories listed
• DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO
  9 Jun 2025 0 repositories listed
• LUCIFER: Language Understanding and Context-Infused Framework for Exploration and Behavior Refinement
  9 Jun 2025 0 repositories listed
• Reinforcement Pre-Training
  9 Jun 2025 0 repositories listed
• Through the Valley: Path to Effective Long CoT Training for Small Language Models
  9 Jun 2025 0 repositories listed
• CARoL: Context-aware Adaptation for Robot Learning
  8 Jun 2025 0 repositories listed
• Learning to Clarify by Reinforcement Learning Through Reward-Weighted Fine-Tuning
  8 Jun 2025 0 repositories listed
• On the Generalization of Data-Assisted Control in port-Hamiltonian Systems (DAC-pH)
  8 Jun 2025 0 repositories listed
• QForce-RL: Quantized FPGA-Optimized Reinforcement Learning Compute Engine
  8 Jun 2025 0 repositories listed
• Reliable Critics: Monotonic Improvement and Convergence Guarantees for Reinforcement Learning
  8 Jun 2025 0 repositories listed
• Safety-Aware Reinforcement Learning for Control via Risk-Sensitive Action-Value Iteration and Quantile Regression
  8 Jun 2025 0 repositories listed
• CodeContests+: High-Quality Test Case Generation for Competitive Programming
  6 Jun 2025 0 repositories listed
• Prompting Wireless Networks: Reinforced In-Context Learning for Power Control
  6 Jun 2025 0 repositories listed
• Towards Infant Sleep-Optimized Driving: Synergizing Wearable and Vehicle Sensing in Intelligent Cruise Control
  6 Jun 2025 0 repositories listed
• Beyond Accuracy: Dissecting Mathematical Reasoning for LLMs Under Reinforcement Learning
  5 Jun 2025 0 repositories listed
• Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models
  5 Jun 2025 0 repositories listed
• On the Mechanism of Reasoning Pattern Selection in Reinforcement Learning for Language Models
  5 Jun 2025 0 repositories listed
• Regret-Optimal Q-Learning with Low Cost for Single-Agent and Federated Reinforcement Learning
  5 Jun 2025 0 repositories listed
• Safe Planning and Policy Optimization via World Model Learning
  5 Jun 2025 0 repositories listed
• A Lyapunov Drift-Plus-Penalty Method Tailored for Reinforcement Learning with Queue Stability
  4 Jun 2025 0 repositories listed
• Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning
  4 Jun 2025 0 repositories listed
• CORE: Constraint-Aware One-Step Reinforcement Learning for Simulation-Guided Neural Network Accelerator Design
  4 Jun 2025 0 repositories listed
• Learning-at-Criticality in Large Language Models for Quantum Field Theory and Beyond
  4 Jun 2025 0 repositories listed
• SLAC: Simulation-Pretrained Latent Action Space for Whole-Body Real-World RL
  4 Jun 2025 0 repositories listed
• Critique-GRPO: Advancing LLM Reasoning with Natural Language and Numerical Feedback
  3 Jun 2025 0 repositories listed
• Joint Modeling for Learning Decision-Making Dynamics in Behavioral Experiments
  3 Jun 2025 0 repositories listed
• Learned Controllers for Agile Quadrotors in Pursuit-Evasion Games
  3 Jun 2025 0 repositories listed
• Unleashing the Reasoning Potential of Pre-trained LLMs by Critique Fine-Tuning on One Problem
  3 Jun 2025 0 repositories listed
• Data-assimilated model-informed reinforcement learning
  2 Jun 2025 0 repositories listed
• KDRL: Post-Training Reasoning LLMs via Unified Knowledge Distillation and Reinforcement Learning
  2 Jun 2025 0 repositories listed
• Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains
  2 Jun 2025 0 repositories listed
• SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning
  2 Jun 2025 0 repositories listed
• Trajectory First: A Curriculum for Discovering Diverse Policies
  2 Jun 2025 0 repositories listed
• A Reinforcement Learning Approach for RIS-aided Fair Communications
  1 Jun 2025 0 repositories listed
• DriveMind: A Dual-VLM based Reinforcement Learning Framework for Autonomous Driving
  1 Jun 2025 0 repositories listed
• ARIA: Training Language Agents with Intention-Driven Reward Aggregation
  31 May 2025 0 repositories listed
• MMedAgent-RL: Optimizing Multi-Agent Collaboration for Multimodal Medical Reasoning
  31 May 2025 0 repositories listed
• Reinforcement Learning for Hanabi
  31 May 2025 0 repositories listed
• Balancing Profit and Fairness in Risk-Based Pricing Markets
  30 May 2025 0 repositories listed
• How Much Backtracking is Enough? Exploring the Interplay of SFT and RL in Enhancing LLM Reasoning
  30 May 2025 0 repositories listed
• Pangu DeepDiver: Adaptive Search Intensity Scaling via Open-Web Reinforcement Learning
  30 May 2025 0 repositories listed
• Proxy Target: Bridging the Gap Between Discrete Spiking Neural Networks and Continuous Control
  30 May 2025 0 repositories listed
• Reason-SVG: Hybrid Reward RL for Aha-Moments in Vector Graphics Generation
  30 May 2025 0 repositories listed
• ROAD: Responsibility-Oriented Reward Design for Reinforcement Learning in Autonomous Driving
  30 May 2025 0 repositories listed
• ADG: Ambient Diffusion-Guided Dataset Recovery for Corruption-Robust Offline Reinforcement Learning
  29 May 2025 0 repositories listed
• Afterburner: Reinforcement Learning Facilitates Self-Improving Code Efficiency Optimization
  29 May 2025 0 repositories listed
• Bigger, Regularized, Categorical: High-Capacity Value Functions are Efficient Multi-Task Learners
  29 May 2025 0 repositories listed
• Composite Flow Matching for Reinforcement Learning with Shifted-Dynamics Data
  29 May 2025 0 repositories listed
• Contextual Integrity in LLMs via Reasoning and Reinforcement Learning
  29 May 2025 0 repositories listed
• DIP-R1: Deep Inspection and Perception with RL Looking Through and Understanding Complex Scenes
  29 May 2025 0 repositories listed
• Diversity-Aware Policy Optimization for Large Language Model Reasoning
  29 May 2025 0 repositories listed
• Fine-Tuning Next-Scale Visual Autoregressive Models with Group Relative Policy Optimization
  29 May 2025 0 repositories listed
• Fortune: Formula-Driven Reinforcement Learning for Symbolic Table Reasoning in Language Models
  29 May 2025 0 repositories listed
• Grower-in-the-Loop Interactive Reinforcement Learning for Greenhouse Climate Control
  29 May 2025 0 repositories listed
• Hybrid Cross-domain Robust Reinforcement Learning
  29 May 2025 0 repositories listed
• Let's Reason Formally: Natural-Formal Hybrid Reasoning Enhances LLM's Math Capability
  29 May 2025 0 repositories listed
• LlamaRL: A Distributed Asynchronous Reinforcement Learning Framework for Efficient Large-scale LLM Trainin
  29 May 2025 0 repositories listed
• Measure gradients, not activations! Enhancing neuronal activity in deep reinforcement learning
  29 May 2025 0 repositories listed
• Reinforcement Learning for Better Verbalized Confidence in Long-Form Generation
  29 May 2025 0 repositories listed
• Unsupervised Transcript-assisted Video Summarization and Highlight Detection
  29 May 2025 0 repositories listed
• A Provable Approach for End-to-End Safe Reinforcement Learning
  28 May 2025 0 repositories listed

Syntology lines on 2 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.