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Collections including paper arxiv:2509.13232

Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30, 2025 • 71
Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Paper • 2509.03403 • Published Sep 3, 2025 • 23
LMEnt: A Suite for Analyzing Knowledge in Language Models from Pretraining Data to Representations

Paper • 2509.03405 • Published Sep 3, 2025 • 24
SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs

Paper • 2509.00930 • Published Aug 31, 2025 • 5

Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24, 2025 • 316
LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization

Paper • 2507.15758 • Published Jul 21, 2025 • 36
Hierarchical Budget Policy Optimization for Adaptive Reasoning

Paper • 2507.15844 • Published Jul 21, 2025 • 17
Semi-off-Policy Reinforcement Learning for Vision-Language Slow-thinking Reasoning

Paper • 2507.16814 • Published Jul 22, 2025 • 21

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 31
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 124
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

GPT4Motion: Scripting Physical Motions in Text-to-Video Generation via Blender-Oriented GPT Planning

Paper • 2311.12631 • Published Nov 21, 2023 • 14
DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Paper • 2401.06066 • Published Jan 11, 2024 • 59
VideoScene: Distilling Video Diffusion Model to Generate 3D Scenes in One Step

Paper • 2504.01956 • Published Apr 2, 2025 • 41
UrbanLLaVA: A Multi-modal Large Language Model for Urban Intelligence with Spatial Reasoning and Understanding

Paper • 2506.23219 • Published Jun 29, 2025 • 7

Single-stream Policy Optimization

dingzihan737/SPO_Qwen3-8B_DAPO_16k_ReTool_Binary

Viewer • Updated Sep 17, 2025 • 14.1k • 5
Single-stream Policy Optimization

Paper • 2509.13232 • Published Sep 16, 2025 • 34

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 125 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 38
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 104
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30, 2025 • 71
Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Paper • 2509.03403 • Published Sep 3, 2025 • 23
LMEnt: A Suite for Analyzing Knowledge in Language Models from Pretraining Data to Representations

Paper • 2509.03405 • Published Sep 3, 2025 • 24
SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs

Paper • 2509.00930 • Published Aug 31, 2025 • 5

Single-stream Policy Optimization

dingzihan737/SPO_Qwen3-8B_DAPO_16k_ReTool_Binary

Viewer • Updated Sep 17, 2025 • 14.1k • 5
Single-stream Policy Optimization

Paper • 2509.13232 • Published Sep 16, 2025 • 34

Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24, 2025 • 316
LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization

Paper • 2507.15758 • Published Jul 21, 2025 • 36
Hierarchical Budget Policy Optimization for Adaptive Reasoning

Paper • 2507.15844 • Published Jul 21, 2025 • 17
Semi-off-Policy Reinforcement Learning for Vision-Language Slow-thinking Reasoning

Paper • 2507.16814 • Published Jul 22, 2025 • 21

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 125 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 38
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 31
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 124
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 104
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

GPT4Motion: Scripting Physical Motions in Text-to-Video Generation via Blender-Oriented GPT Planning

Paper • 2311.12631 • Published Nov 21, 2023 • 14
DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Paper • 2401.06066 • Published Jan 11, 2024 • 59
VideoScene: Distilling Video Diffusion Model to Generate 3D Scenes in One Step

Paper • 2504.01956 • Published Apr 2, 2025 • 41
UrbanLLaVA: A Multi-modal Large Language Model for Urban Intelligence with Spatial Reasoning and Understanding

Paper • 2506.23219 • Published Jun 29, 2025 • 7

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