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Collections including paper arxiv:2512.19673

DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI

Paper • 2512.16676 • Published Dec 18, 2025 • 222
Bottom-up Policy Optimization: Your Language Model Policy Secretly Contains Internal Policies

Paper • 2512.19673 • Published Dec 22, 2025 • 66
Region-Constraint In-Context Generation for Instructional Video Editing

Paper • 2512.17650 • Published Dec 19, 2025 • 52
SpatialTree: How Spatial Abilities Branch Out in MLLMs

Paper • 2512.20617 • Published Dec 23, 2025 • 44

ARE: Scaling Up Agent Environments and Evaluations

Paper • 2509.17158 • Published Sep 21, 2025 • 36
ARTDECO: Towards Efficient and High-Fidelity On-the-Fly 3D Reconstruction with Structured Scene Representation

Paper • 2510.08551 • Published Oct 9, 2025 • 34
Why Low-Precision Transformer Training Fails: An Analysis on Flash Attention

Paper • 2510.04212 • Published Oct 5, 2025 • 26
ERA: Transforming VLMs into Embodied Agents via Embodied Prior Learning and Online Reinforcement Learning

Paper • 2510.12693 • Published Oct 14, 2025 • 28

LLM+Self-Play RL

Training Language Models to Self-Correct via Reinforcement Learning

Paper • 2409.12917 • Published Sep 19, 2024 • 140
Recursive Introspection: Teaching Language Model Agents How to Self-Improve

Paper • 2407.18219 • Published Jul 25, 2024 • 3
Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Paper • 2408.16293 • Published Aug 29, 2024 • 27
Selective Self-Rehearsal: A Fine-Tuning Approach to Improve Generalization in Large Language Models

Paper • 2409.04787 • Published Sep 7, 2024 • 1

MMGR: Multi-Modal Generative Reasoning

Paper • 2512.14691 • Published Dec 16, 2025 • 121
KlingAvatar 2.0 Technical Report

Paper • 2512.13313 • Published Dec 15, 2025 • 44
SemanticGen: Video Generation in Semantic Space

Paper • 2512.20619 • Published Dec 23, 2025 • 95
DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI

Paper • 2512.16676 • Published Dec 18, 2025 • 222

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 208 • 99
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 39
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

DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI

Paper • 2512.16676 • Published Dec 18, 2025 • 222
Bottom-up Policy Optimization: Your Language Model Policy Secretly Contains Internal Policies

Paper • 2512.19673 • Published Dec 22, 2025 • 66
Region-Constraint In-Context Generation for Instructional Video Editing

Paper • 2512.17650 • Published Dec 19, 2025 • 52
SpatialTree: How Spatial Abilities Branch Out in MLLMs

Paper • 2512.20617 • Published Dec 23, 2025 • 44

MMGR: Multi-Modal Generative Reasoning

Paper • 2512.14691 • Published Dec 16, 2025 • 121
KlingAvatar 2.0 Technical Report

Paper • 2512.13313 • Published Dec 15, 2025 • 44
SemanticGen: Video Generation in Semantic Space

Paper • 2512.20619 • Published Dec 23, 2025 • 95
DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI

Paper • 2512.16676 • Published Dec 18, 2025 • 222

ARE: Scaling Up Agent Environments and Evaluations

Paper • 2509.17158 • Published Sep 21, 2025 • 36
ARTDECO: Towards Efficient and High-Fidelity On-the-Fly 3D Reconstruction with Structured Scene Representation

Paper • 2510.08551 • Published Oct 9, 2025 • 34
Why Low-Precision Transformer Training Fails: An Analysis on Flash Attention

Paper • 2510.04212 • Published Oct 5, 2025 • 26
ERA: Transforming VLMs into Embodied Agents via Embodied Prior Learning and Online Reinforcement Learning

Paper • 2510.12693 • Published Oct 14, 2025 • 28

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 208 • 99
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 39
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

LLM+Self-Play RL

Training Language Models to Self-Correct via Reinforcement Learning

Paper • 2409.12917 • Published Sep 19, 2024 • 140
Recursive Introspection: Teaching Language Model Agents How to Self-Improve

Paper • 2407.18219 • Published Jul 25, 2024 • 3
Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Paper • 2408.16293 • Published Aug 29, 2024 • 27
Selective Self-Rehearsal: A Fine-Tuning Approach to Improve Generalization in Large Language Models

Paper • 2409.04787 • Published Sep 7, 2024 • 1

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

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