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Collections including paper arxiv:2509.08827

about 23 hours ago

GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models

Paper • 2508.06471 • Published Aug 8 • 178
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning

Paper • 2507.01006 • Published Jul 1 • 234
Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Paper • 2507.06261 • Published Jul 7 • 60
SmallThinker: A Family of Efficient Large Language Models Natively Trained for Local Deployment

Paper • 2507.20984 • Published Jul 28 • 56

Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Paper • 2508.03680 • Published Aug 5 • 69
CRINN: Contrastive Reinforcement Learning for Approximate Nearest Neighbor Search

Paper • 2508.02091 • Published Aug 4 • 13
DINOv3

Paper • 2508.10104 • Published 30 days ago • 248
SSRL: Self-Search Reinforcement Learning

Paper • 2508.10874 • Published 29 days ago • 92

reinforcement-learning

about 15 hours ago

Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning

Paper • 2506.04207 • Published Jun 4 • 47
SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

Paper • 2504.11468 • Published Apr 10 • 28
RLPR: Extrapolating RLVR to General Domains without Verifiers

Paper • 2506.18254 • Published Jun 23 • 32
Open Vision Reasoner: Transferring Linguistic Cognitive Behavior for Visual Reasoning

Paper • 2507.05255 • Published Jul 7 • 73

about 2 hours ago

microsoft/bitnet-b1.58-2B-4T

Text Generation • 0.8B • Updated May 1 • 4.93k • 1.17k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

Paper • 2504.10449 • Published Apr 14 • 13
nvidia/Llama-3.1-Nemotron-8B-UltraLong-2M-Instruct

Text Generation • 8B • Updated Apr 17 • 1.17k • 15
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15 • 61

about 8 hours ago

Teaching Large Language Models to Reason with Reinforcement Learning

Paper • 2403.04642 • Published Mar 7, 2024 • 50
How Far Are We from Intelligent Visual Deductive Reasoning?

Paper • 2403.04732 • Published Mar 7, 2024 • 23
Common 7B Language Models Already Possess Strong Math Capabilities

Paper • 2403.04706 • Published Mar 7, 2024 • 20
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data

Paper • 2405.14333 • Published May 23, 2024 • 41

Reasoning Papers

about 17 hours ago

Klear-Reasoner: Advancing Reasoning Capability via Gradient-Preserving Clipping Policy Optimization

Paper • 2508.07629 • Published Aug 11 • 41
Less Is More: Training-Free Sparse Attention with Global Locality for Efficient Reasoning

Paper • 2508.07101 • Published Aug 9 • 13
Compressing Chain-of-Thought in LLMs via Step Entropy

Paper • 2508.03346 • Published Aug 5 • 7
Train Long, Think Short: Curriculum Learning for Efficient Reasoning

Paper • 2508.08940 • Published Aug 12 • 26

relevant_papers

about 21 hours ago

Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24 • 296
LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization

Paper • 2507.15758 • Published Jul 21 • 34
Sample More to Think Less: Group Filtered Policy Optimization for Concise Reasoning

Paper • 2508.09726 • Published about 1 month ago • 13
BeyondWeb: Lessons from Scaling Synthetic Data for Trillion-scale Pretraining

Paper • 2508.10975 • Published 29 days ago • 57

Large Language Models are Locally Linear Mappings

Paper • 2505.24293 • Published May 30 • 14
Vision-Language-Vision Auto-Encoder: Scalable Knowledge Distillation from Diffusion Models

Paper • 2507.07104 • Published Jul 9 • 45
KV Cache Steering for Inducing Reasoning in Small Language Models

Paper • 2507.08799 • Published Jul 11 • 40
A Survey of Reinforcement Learning for Large Reasoning Models

Paper • 2509.08827 • Published 2 days ago • 121

RL+reason model

about 7 hours ago

RL + Transformer = A General-Purpose Problem Solver

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

Paper • 2501.16142 • Published Jan 27 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28 • 122
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

about 23 hours ago

GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models

Paper • 2508.06471 • Published Aug 8 • 178
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning

Paper • 2507.01006 • Published Jul 1 • 234
Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Paper • 2507.06261 • Published Jul 7 • 60
SmallThinker: A Family of Efficient Large Language Models Natively Trained for Local Deployment

Paper • 2507.20984 • Published Jul 28 • 56

Reasoning Papers

about 17 hours ago

Klear-Reasoner: Advancing Reasoning Capability via Gradient-Preserving Clipping Policy Optimization

Paper • 2508.07629 • Published Aug 11 • 41
Less Is More: Training-Free Sparse Attention with Global Locality for Efficient Reasoning

Paper • 2508.07101 • Published Aug 9 • 13
Compressing Chain-of-Thought in LLMs via Step Entropy

Paper • 2508.03346 • Published Aug 5 • 7
Train Long, Think Short: Curriculum Learning for Efficient Reasoning

Paper • 2508.08940 • Published Aug 12 • 26

Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Paper • 2508.03680 • Published Aug 5 • 69
CRINN: Contrastive Reinforcement Learning for Approximate Nearest Neighbor Search

Paper • 2508.02091 • Published Aug 4 • 13
DINOv3

Paper • 2508.10104 • Published 30 days ago • 248
SSRL: Self-Search Reinforcement Learning

Paper • 2508.10874 • Published 29 days ago • 92

relevant_papers

about 21 hours ago

Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24 • 296
LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization

Paper • 2507.15758 • Published Jul 21 • 34
Sample More to Think Less: Group Filtered Policy Optimization for Concise Reasoning

Paper • 2508.09726 • Published about 1 month ago • 13
BeyondWeb: Lessons from Scaling Synthetic Data for Trillion-scale Pretraining

Paper • 2508.10975 • Published 29 days ago • 57

reinforcement-learning

about 15 hours ago

Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning

Paper • 2506.04207 • Published Jun 4 • 47
SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

Paper • 2504.11468 • Published Apr 10 • 28
RLPR: Extrapolating RLVR to General Domains without Verifiers

Paper • 2506.18254 • Published Jun 23 • 32
Open Vision Reasoner: Transferring Linguistic Cognitive Behavior for Visual Reasoning

Paper • 2507.05255 • Published Jul 7 • 73

Large Language Models are Locally Linear Mappings

Paper • 2505.24293 • Published May 30 • 14
Vision-Language-Vision Auto-Encoder: Scalable Knowledge Distillation from Diffusion Models

Paper • 2507.07104 • Published Jul 9 • 45
KV Cache Steering for Inducing Reasoning in Small Language Models

Paper • 2507.08799 • Published Jul 11 • 40
A Survey of Reinforcement Learning for Large Reasoning Models

Paper • 2509.08827 • Published 2 days ago • 121

about 2 hours ago

microsoft/bitnet-b1.58-2B-4T

Text Generation • 0.8B • Updated May 1 • 4.93k • 1.17k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

Paper • 2504.10449 • Published Apr 14 • 13
nvidia/Llama-3.1-Nemotron-8B-UltraLong-2M-Instruct

Text Generation • 8B • Updated Apr 17 • 1.17k • 15
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15 • 61

RL+reason model

about 7 hours ago

RL + Transformer = A General-Purpose Problem Solver

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

Paper • 2501.16142 • Published Jan 27 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28 • 122
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

about 8 hours ago

Teaching Large Language Models to Reason with Reinforcement Learning

Paper • 2403.04642 • Published Mar 7, 2024 • 50
How Far Are We from Intelligent Visual Deductive Reasoning?

Paper • 2403.04732 • Published Mar 7, 2024 • 23
Common 7B Language Models Already Possess Strong Math Capabilities

Paper • 2403.04706 • Published Mar 7, 2024 • 20
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data

Paper • 2405.14333 • Published May 23, 2024 • 41

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