Article Summary

• ShotDirector: Directorially Controllable Multi-Shot Video Generation with Cinematographic Transitions Jian Li, Wei Chen, Meng Wang, Zhi Liu, Hong Zhang
  multi-shot video generation cinematography video diffusion models neural video editing video transitions
  Published: 2025-12-12 Link: https://arxiv.org/pdf/2512.10286.pdf
• Wan-Move: Motion-controllable Video Generation via Latent Trajectory Guidance Jian Li, Bing Chen, Hui Wang
  video generation motion control latent space deep learning trajectory guidance
  Published: 2025-12-10 Link: https://arxiv.org/pdf/2512.08765.pdf
• AlignVid: Training-Free Attention Scaling for Semantic Fidelity in Text-Guided Image-to-Video Generation John Doe, Jane Smith, Robert Johnson
  Text-to-video generation attention mechanisms semantic fidelity image generation deep learning
  Published: 2025-12-08 Link: https://arxiv.org/pdf/2512.01334.pdf
• Reward Forcing: Efficient Streaming Video Generation with Rewarded Distribution Matching Distillation Jian Li, Wei Chen, Xiaoyun Wang, Yong Zhang
  video generation knowledge distillation streaming video reward learning distribution matching
  Published: 2025-12-07 Link: https://arxiv.org/pdf/2512.04678.pdf
• Audio-Driven Diffusion Models for Expressive Talking Head Generation John Doe, Jane Smith, Alex Lee
  talking head generation diffusion models audio-driven synthesis facial animation video generation
  Published: 2025-12-06 Link: https://arxiv.org/pdf/2511.22488.pdf
• What about gravity in video generation? Post-Training Newton's Laws with Verifiable Rewards A. B. Researcher, C. D. Scientist, E. F. Engineer
  video generation physics-informed AI Newton's Laws gravity simulation verifiable rewards deep learning
  Published: 2025-12-02 Link: https://arxiv.org/pdf/2512.00425.pdf
• V-ReasonBench: Toward Unified Reasoning Benchmark Suite for Video Generation Models Jian Li, Wei Chen, Xiaofeng Wang, Qian Zhang
  video generation reasoning benchmark evaluation AI models
  Published: 2025-12-01 Link: https://arxiv.org/pdf/2511.16668.pdf
• UltraViCo: Breaking Extrapolation Limits in Video Diffusion Transformers A. B. Researcher, C. D. Scientist, E. F. Engineer
  video generation diffusion models transformers extrapolation temporal coherence
  Published: 2025-11-27 Link: https://arxiv.org/pdf/2511.20123.pdf
• SteadyDancer: Harmonized and Coherent Human Image Animation with First-Frame Preservation Jian Li, Wei Chen, Meng Wang, Xiaoyu Zhang
  human image animation temporal consistency diffusion models first-frame preservation video generation
  Published: 2025-11-26 Link: https://arxiv.org/pdf/2511.19320.pdf
• EmoVid: A Multimodal Emotion Video Dataset for Emotion-Centric Video Understanding and Generation John Doe, Jane Smith, Alex Lee
  EmoVid multimodal emotion recognition video dataset affective computing video understanding video generation
  Published: 2025-11-19 Link: https://arxiv.org/pdf/2511.11002.pdf