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Collections including paper arxiv:2508.21058

Video Generation

Self-Forcing++: Towards Minute-Scale High-Quality Video Generation

Paper • 2510.02283 • Published Oct 2, 2025 • 98
Paper2Video: Automatic Video Generation from Scientific Papers

Paper • 2510.05096 • Published Oct 6, 2025 • 120
LongLive: Real-time Interactive Long Video Generation

Paper • 2509.22622 • Published Sep 26, 2025 • 189
HuMo: Human-Centric Video Generation via Collaborative Multi-Modal Conditioning

Paper • 2509.08519 • Published Sep 10, 2025 • 130

Mixture of Contexts for Long Video Generation

Paper • 2508.21058 • Published Aug 28, 2025 • 35
Beyond Memorization: A Multi-Modal Ordinal Regression Benchmark to Expose Popularity Bias in Vision-Language Models

Paper • 2512.21337 • Published Dec 24, 2025 • 31
SCOPE: Prompt Evolution for Enhancing Agent Effectiveness

Paper • 2512.15374 • Published Dec 17, 2025 • 6
Fast-weight Product Key Memory

Paper • 2601.00671 • Published Jan 2 • 6

Omni-Effects: Unified and Spatially-Controllable Visual Effects Generation

Paper • 2508.07981 • Published Aug 11, 2025 • 63
CharacterShot: Controllable and Consistent 4D Character Animation

Paper • 2508.07409 • Published Aug 10, 2025 • 39
ToonComposer: Streamlining Cartoon Production with Generative Post-Keyframing

Paper • 2508.10881 • Published Aug 14, 2025 • 53
Puppeteer: Rig and Animate Your 3D Models

Paper • 2508.10898 • Published Aug 14, 2025 • 33

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

GPT4Motion: Scripting Physical Motions in Text-to-Video Generation via Blender-Oriented GPT Planning

Paper • 2311.12631 • Published Nov 21, 2023 • 14
DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Paper • 2401.06066 • Published Jan 11, 2024 • 61
VideoScene: Distilling Video Diffusion Model to Generate 3D Scenes in One Step

Paper • 2504.01956 • Published Apr 2, 2025 • 41
UrbanLLaVA: A Multi-modal Large Language Model for Urban Intelligence with Spatial Reasoning and Understanding

Paper • 2506.23219 • Published Jun 29, 2025 • 7

paper seminar_251001

Reconstruction Alignment Improves Unified Multimodal Models

Paper • 2509.07295 • Published Sep 8, 2025 • 40
F1: A Vision-Language-Action Model Bridging Understanding and Generation to Actions

Paper • 2509.06951 • Published Sep 8, 2025 • 33
UMO: Scaling Multi-Identity Consistency for Image Customization via Matching Reward

Paper • 2509.06818 • Published Sep 8, 2025 • 29
Interleaving Reasoning for Better Text-to-Image Generation

Paper • 2509.06945 • Published Sep 8, 2025 • 16

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 • 20
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

Representation & Optimization

Understanding about representation sheds light on optimization

Nuclear Norm Regularization for Deep Learning

Paper • 2405.14544 • Published May 23, 2024 • 1
Token embeddings violate the manifold hypothesis

Paper • 2504.01002 • Published Apr 1, 2025 • 1
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers

Paper • 2403.10476 • Published Mar 15, 2024 • 1
ElaLoRA: Elastic & Learnable Low-Rank Adaptation for Efficient Model Fine-Tuning

Paper • 2504.00254 • Published Mar 31, 2025 • 1

WorldDreamer: Towards General World Models for Video Generation via Predicting Masked Tokens

Paper • 2401.09985 • Published Jan 18, 2024 • 18
CustomVideo: Customizing Text-to-Video Generation with Multiple Subjects

Paper • 2401.09962 • Published Jan 18, 2024 • 9
Inflation with Diffusion: Efficient Temporal Adaptation for Text-to-Video Super-Resolution

Paper • 2401.10404 • Published Jan 18, 2024 • 10
ActAnywhere: Subject-Aware Video Background Generation

Paper • 2401.10822 • Published Jan 19, 2024 • 13

Video Generation

Self-Forcing++: Towards Minute-Scale High-Quality Video Generation

Paper • 2510.02283 • Published Oct 2, 2025 • 98
Paper2Video: Automatic Video Generation from Scientific Papers

Paper • 2510.05096 • Published Oct 6, 2025 • 120
LongLive: Real-time Interactive Long Video Generation

Paper • 2509.22622 • Published Sep 26, 2025 • 189
HuMo: Human-Centric Video Generation via Collaborative Multi-Modal Conditioning

Paper • 2509.08519 • Published Sep 10, 2025 • 130

paper seminar_251001

Reconstruction Alignment Improves Unified Multimodal Models

Paper • 2509.07295 • Published Sep 8, 2025 • 40
F1: A Vision-Language-Action Model Bridging Understanding and Generation to Actions

Paper • 2509.06951 • Published Sep 8, 2025 • 33
UMO: Scaling Multi-Identity Consistency for Image Customization via Matching Reward

Paper • 2509.06818 • Published Sep 8, 2025 • 29
Interleaving Reasoning for Better Text-to-Image Generation

Paper • 2509.06945 • Published Sep 8, 2025 • 16

Mixture of Contexts for Long Video Generation

Paper • 2508.21058 • Published Aug 28, 2025 • 35
Beyond Memorization: A Multi-Modal Ordinal Regression Benchmark to Expose Popularity Bias in Vision-Language Models

Paper • 2512.21337 • Published Dec 24, 2025 • 31
SCOPE: Prompt Evolution for Enhancing Agent Effectiveness

Paper • 2512.15374 • Published Dec 17, 2025 • 6
Fast-weight Product Key Memory

Paper • 2601.00671 • Published Jan 2 • 6

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 • 20
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

Omni-Effects: Unified and Spatially-Controllable Visual Effects Generation

Paper • 2508.07981 • Published Aug 11, 2025 • 63
CharacterShot: Controllable and Consistent 4D Character Animation

Paper • 2508.07409 • Published Aug 10, 2025 • 39
ToonComposer: Streamlining Cartoon Production with Generative Post-Keyframing

Paper • 2508.10881 • Published Aug 14, 2025 • 53
Puppeteer: Rig and Animate Your 3D Models

Paper • 2508.10898 • Published Aug 14, 2025 • 33

Representation & Optimization

Understanding about representation sheds light on optimization

Nuclear Norm Regularization for Deep Learning

Paper • 2405.14544 • Published May 23, 2024 • 1
Token embeddings violate the manifold hypothesis

Paper • 2504.01002 • Published Apr 1, 2025 • 1
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers

Paper • 2403.10476 • Published Mar 15, 2024 • 1
ElaLoRA: Elastic & Learnable Low-Rank Adaptation for Efficient Model Fine-Tuning

Paper • 2504.00254 • Published Mar 31, 2025 • 1

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

WorldDreamer: Towards General World Models for Video Generation via Predicting Masked Tokens

Paper • 2401.09985 • Published Jan 18, 2024 • 18
CustomVideo: Customizing Text-to-Video Generation with Multiple Subjects

Paper • 2401.09962 • Published Jan 18, 2024 • 9
Inflation with Diffusion: Efficient Temporal Adaptation for Text-to-Video Super-Resolution

Paper • 2401.10404 • Published Jan 18, 2024 • 10
ActAnywhere: Subject-Aware Video Background Generation

Paper • 2401.10822 • Published Jan 19, 2024 • 13

GPT4Motion: Scripting Physical Motions in Text-to-Video Generation via Blender-Oriented GPT Planning

Paper • 2311.12631 • Published Nov 21, 2023 • 14
DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Paper • 2401.06066 • Published Jan 11, 2024 • 61
VideoScene: Distilling Video Diffusion Model to Generate 3D Scenes in One Step

Paper • 2504.01956 • Published Apr 2, 2025 • 41
UrbanLLaVA: A Multi-modal Large Language Model for Urban Intelligence with Spatial Reasoning and Understanding

Paper • 2506.23219 • Published Jun 29, 2025 • 7

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