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Collections including paper arxiv:2512.14699

AR Video Generation

Deep Forcing: Training-Free Long Video Generation with Deep Sink and Participative Compression

Paper • 2512.05081 • Published Dec 4, 2025 • 33
Reward Forcing: Efficient Streaming Video Generation with Rewarded Distribution Matching Distillation

Paper • 2512.04678 • Published Dec 4, 2025 • 42
What about gravity in video generation? Post-Training Newton's Laws with Verifiable Rewards

Paper • 2512.00425 • Published Nov 29, 2025 • 53
Flash-DMD: Towards High-Fidelity Few-Step Image Generation with Efficient Distillation and Joint Reinforcement Learning

Paper • 2511.20549 • Published Nov 25, 2025 • 27

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

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

Paper • 2402.04252 • Published Feb 6, 2024 • 30
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
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

ReVSeg: Incentivizing the Reasoning Chain for Video Segmentation with Reinforcement Learning

Paper • 2512.02835 • Published Dec 2, 2025 • 10
Joint 3D Geometry Reconstruction and Motion Generation for 4D Synthesis from a Single Image

Paper • 2512.05044 • Published Dec 4, 2025 • 17
Entropy Ratio Clipping as a Soft Global Constraint for Stable Reinforcement Learning

Paper • 2512.05591 • Published Dec 5, 2025 • 17
SpaceControl: Introducing Test-Time Spatial Control to 3D Generative Modeling

Paper • 2512.05343 • Published Dec 5, 2025 • 25

Multimodal-Grounding

Migician: Revealing the Magic of Free-Form Multi-Image Grounding in Multimodal Large Language Models

Paper • 2501.05767 • Published Jan 10, 2025 • 29
An Empirical Study of Autoregressive Pre-training from Videos

Paper • 2501.05453 • Published Jan 9, 2025 • 41
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos

Paper • 2501.04001 • Published Jan 7, 2025 • 47
MemFlow: Flowing Adaptive Memory for Consistent and Efficient Long Video Narratives

Paper • 2512.14699 • Published Dec 16, 2025 • 28

AR Video Generation

Deep Forcing: Training-Free Long Video Generation with Deep Sink and Participative Compression

Paper • 2512.05081 • Published Dec 4, 2025 • 33
Reward Forcing: Efficient Streaming Video Generation with Rewarded Distribution Matching Distillation

Paper • 2512.04678 • Published Dec 4, 2025 • 42
What about gravity in video generation? Post-Training Newton's Laws with Verifiable Rewards

Paper • 2512.00425 • Published Nov 29, 2025 • 53
Flash-DMD: Towards High-Fidelity Few-Step Image Generation with Efficient Distillation and Joint Reinforcement Learning

Paper • 2511.20549 • Published Nov 25, 2025 • 27

ReVSeg: Incentivizing the Reasoning Chain for Video Segmentation with Reinforcement Learning

Paper • 2512.02835 • Published Dec 2, 2025 • 10
Joint 3D Geometry Reconstruction and Motion Generation for 4D Synthesis from a Single Image

Paper • 2512.05044 • Published Dec 4, 2025 • 17
Entropy Ratio Clipping as a Soft Global Constraint for Stable Reinforcement Learning

Paper • 2512.05591 • Published Dec 5, 2025 • 17
SpaceControl: Introducing Test-Time Spatial Control to 3D Generative Modeling

Paper • 2512.05343 • Published Dec 5, 2025 • 25

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

Multimodal-Grounding

Migician: Revealing the Magic of Free-Form Multi-Image Grounding in Multimodal Large Language Models

Paper • 2501.05767 • Published Jan 10, 2025 • 29
An Empirical Study of Autoregressive Pre-training from Videos

Paper • 2501.05453 • Published Jan 9, 2025 • 41
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos

Paper • 2501.04001 • Published Jan 7, 2025 • 47
MemFlow: Flowing Adaptive Memory for Consistent and Efficient Long Video Narratives

Paper • 2512.14699 • Published Dec 16, 2025 • 28

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

Paper • 2402.04252 • Published Feb 6, 2024 • 30
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
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

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