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Collections including paper arxiv:2507.16075

Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 30
DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18 • 141
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18 • 136
Learning to Reason under Off-Policy Guidance

Paper • 2504.14945 • Published Apr 21 • 88

Papers, datasets and models on deep research agents

SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents

Paper • 2509.06283 • Published Sep 8 • 17
Alibaba-NLP/Tongyi-DeepResearch-30B-A3B

Text Generation • 31B • Updated Oct 10 • 12.8k • 771
DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Paper • 2506.11763 • Published Jun 13 • 71
Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30 • 69

Arbitrary-steps Image Super-resolution via Diffusion Inversion

Paper • 2412.09013 • Published Dec 12, 2024 • 13
Deep Researcher with Test-Time Diffusion

Paper • 2507.16075 • Published Jul 21 • 66
nablaNABLA: Neighborhood Adaptive Block-Level Attention

Paper • 2507.13546 • Published Jul 17 • 123
Yume: An Interactive World Generation Model

Paper • 2507.17744 • Published Jul 23 • 85

Robust Multimodal Large Language Models Against Modality Conflict

Paper • 2507.07151 • Published Jul 9 • 5
One Token to Fool LLM-as-a-Judge

Paper • 2507.08794 • Published Jul 11 • 31
Test-Time Scaling with Reflective Generative Model

Paper • 2507.01951 • Published Jul 2 • 106
KV Cache Steering for Inducing Reasoning in Small Language Models

Paper • 2507.08799 • Published Jul 11 • 40

about 4 hours ago

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8 • 241 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

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

Paper • 2505.17667 • Published May 23 • 88

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 14
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

Deep Researcher with Test-Time Diffusion

Paper • 2507.16075 • Published Jul 21 • 66

Energy-Based Transformers are Scalable Learners and Thinkers

Paper • 2507.02092 • Published Jul 2 • 69
MOSPA: Human Motion Generation Driven by Spatial Audio

Paper • 2507.11949 • Published Jul 16 • 24
Sound and Complete Neuro-symbolic Reasoning with LLM-Grounded Interpretations

Paper • 2507.09751 • Published Jul 13 • 1
Geometry Forcing: Marrying Video Diffusion and 3D Representation for Consistent World Modeling

Paper • 2507.07982 • Published Jul 10 • 33

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 132
Magistral

Paper • 2506.10910 • Published Jun 12 • 65
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs

Paper • 2506.07240 • Published Jun 8 • 7
Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation

Paper • 2506.09991 • Published Jun 11 • 55

GR00T N1: An Open Foundation Model for Generalist Humanoid Robots

Paper • 2503.14734 • Published Mar 18 • 5
Mobile ALOHA: Learning Bimanual Mobile Manipulation with Low-Cost Whole-Body Teleoperation

Paper • 2401.02117 • Published Jan 4, 2024 • 33
SmolVLA: A Vision-Language-Action Model for Affordable and Efficient Robotics

Paper • 2506.01844 • Published Jun 2 • 142
Vision-Guided Chunking Is All You Need: Enhancing RAG with Multimodal Document Understanding

Paper • 2506.16035 • Published Jun 19 • 88

Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 30
DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18 • 141
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18 • 136
Learning to Reason under Off-Policy Guidance

Paper • 2504.14945 • Published Apr 21 • 88

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 14
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

Papers, datasets and models on deep research agents

SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents

Paper • 2509.06283 • Published Sep 8 • 17
Alibaba-NLP/Tongyi-DeepResearch-30B-A3B

Text Generation • 31B • Updated Oct 10 • 12.8k • 771
DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Paper • 2506.11763 • Published Jun 13 • 71
Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30 • 69

Deep Researcher with Test-Time Diffusion

Paper • 2507.16075 • Published Jul 21 • 66

Arbitrary-steps Image Super-resolution via Diffusion Inversion

Paper • 2412.09013 • Published Dec 12, 2024 • 13
Deep Researcher with Test-Time Diffusion

Paper • 2507.16075 • Published Jul 21 • 66
nablaNABLA: Neighborhood Adaptive Block-Level Attention

Paper • 2507.13546 • Published Jul 17 • 123
Yume: An Interactive World Generation Model

Paper • 2507.17744 • Published Jul 23 • 85

Energy-Based Transformers are Scalable Learners and Thinkers

Paper • 2507.02092 • Published Jul 2 • 69
MOSPA: Human Motion Generation Driven by Spatial Audio

Paper • 2507.11949 • Published Jul 16 • 24
Sound and Complete Neuro-symbolic Reasoning with LLM-Grounded Interpretations

Paper • 2507.09751 • Published Jul 13 • 1
Geometry Forcing: Marrying Video Diffusion and 3D Representation for Consistent World Modeling

Paper • 2507.07982 • Published Jul 10 • 33

Robust Multimodal Large Language Models Against Modality Conflict

Paper • 2507.07151 • Published Jul 9 • 5
One Token to Fool LLM-as-a-Judge

Paper • 2507.08794 • Published Jul 11 • 31
Test-Time Scaling with Reflective Generative Model

Paper • 2507.01951 • Published Jul 2 • 106
KV Cache Steering for Inducing Reasoning in Small Language Models

Paper • 2507.08799 • Published Jul 11 • 40

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 132
Magistral

Paper • 2506.10910 • Published Jun 12 • 65
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs

Paper • 2506.07240 • Published Jun 8 • 7
Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation

Paper • 2506.09991 • Published Jun 11 • 55

about 4 hours ago

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8 • 241 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

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

Paper • 2505.17667 • Published May 23 • 88

GR00T N1: An Open Foundation Model for Generalist Humanoid Robots

Paper • 2503.14734 • Published Mar 18 • 5
Mobile ALOHA: Learning Bimanual Mobile Manipulation with Low-Cost Whole-Body Teleoperation

Paper • 2401.02117 • Published Jan 4, 2024 • 33
SmolVLA: A Vision-Language-Action Model for Affordable and Efficient Robotics

Paper • 2506.01844 • Published Jun 2 • 142
Vision-Guided Chunking Is All You Need: Enhancing RAG with Multimodal Document Understanding

Paper • 2506.16035 • Published Jun 19 • 88

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