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Collections including paper arxiv:2511.19401

lightx2v/Hy1.5-Distill-Models

Text-to-Video • Updated Nov 24, 2025 • 157 • 29
Plan-X: Instruct Video Generation via Semantic Planning

Paper • 2511.17986 • Published Nov 22, 2025 • 18
In-Video Instructions: Visual Signals as Generative Control

Paper • 2511.19401 • Published Nov 24, 2025 • 32
The Image as Its Own Reward: Reinforcement Learning with Adversarial Reward for Image Generation

Paper • 2511.20256 • Published Nov 25, 2025 • 28

Describe What You See with Multimodal Large Language Models to Enhance Video Recommendations

Paper • 2508.09789 • Published Aug 13, 2025 • 5
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents

Paper • 2508.13186 • Published Aug 14, 2025 • 19
ZARA: Zero-shot Motion Time-Series Analysis via Knowledge and Retrieval Driven LLM Agents

Paper • 2508.04038 • Published Aug 6, 2025 • 1
Prompt Orchestration Markup Language

Paper • 2508.13948 • Published Aug 19, 2025 • 48

Video understanding

Wolf: Captioning Everything with a World Summarization Framework

Paper • 2407.18908 • Published Jul 26, 2024 • 32
Mixture of Nested Experts: Adaptive Processing of Visual Tokens

Paper • 2407.19985 • Published Jul 29, 2024 • 37
TPDiff: Temporal Pyramid Video Diffusion Model

Paper • 2503.09566 • Published Mar 12, 2025 • 45
DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO

Paper • 2506.07464 • Published Jun 9, 2025 • 14

MMaDA-Parallel: Multimodal Large Diffusion Language Models for Thinking-Aware Editing and Generation

Paper • 2511.09611 • Published Nov 12, 2025 • 70
In-Video Instructions: Visual Signals as Generative Control

Paper • 2511.19401 • Published Nov 24, 2025 • 32
Both Semantics and Reconstruction Matter: Making Representation Encoders Ready for Text-to-Image Generation and Editing

Paper • 2512.17909 • Published Dec 19, 2025 • 37

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, 2025 • 68
nablaNABLA: Neighborhood Adaptive Block-Level Attention

Paper • 2507.13546 • Published Jul 17, 2025 • 125
Yume: An Interactive World Generation Model

Paper • 2507.17744 • Published Jul 23, 2025 • 91

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 • 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

lightx2v/Hy1.5-Distill-Models

Text-to-Video • Updated Nov 24, 2025 • 157 • 29
Plan-X: Instruct Video Generation via Semantic Planning

Paper • 2511.17986 • Published Nov 22, 2025 • 18
In-Video Instructions: Visual Signals as Generative Control

Paper • 2511.19401 • Published Nov 24, 2025 • 32
The Image as Its Own Reward: Reinforcement Learning with Adversarial Reward for Image Generation

Paper • 2511.20256 • Published Nov 25, 2025 • 28

MMaDA-Parallel: Multimodal Large Diffusion Language Models for Thinking-Aware Editing and Generation

Paper • 2511.09611 • Published Nov 12, 2025 • 70
In-Video Instructions: Visual Signals as Generative Control

Paper • 2511.19401 • Published Nov 24, 2025 • 32
Both Semantics and Reconstruction Matter: Making Representation Encoders Ready for Text-to-Image Generation and Editing

Paper • 2512.17909 • Published Dec 19, 2025 • 37

Describe What You See with Multimodal Large Language Models to Enhance Video Recommendations

Paper • 2508.09789 • Published Aug 13, 2025 • 5
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents

Paper • 2508.13186 • Published Aug 14, 2025 • 19
ZARA: Zero-shot Motion Time-Series Analysis via Knowledge and Retrieval Driven LLM Agents

Paper • 2508.04038 • Published Aug 6, 2025 • 1
Prompt Orchestration Markup Language

Paper • 2508.13948 • Published Aug 19, 2025 • 48

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, 2025 • 68
nablaNABLA: Neighborhood Adaptive Block-Level Attention

Paper • 2507.13546 • Published Jul 17, 2025 • 125
Yume: An Interactive World Generation Model

Paper • 2507.17744 • Published Jul 23, 2025 • 91

Video understanding

Wolf: Captioning Everything with a World Summarization Framework

Paper • 2407.18908 • Published Jul 26, 2024 • 32
Mixture of Nested Experts: Adaptive Processing of Visual Tokens

Paper • 2407.19985 • Published Jul 29, 2024 • 37
TPDiff: Temporal Pyramid Video Diffusion Model

Paper • 2503.09566 • Published Mar 12, 2025 • 45
DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO

Paper • 2506.07464 • Published Jun 9, 2025 • 14

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 • 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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