Article Summary

• PointDico: Contrastive 3D Representation Learning Guided by Diffusion Models Jian Li, Wei Wang, Chen Zhang
  3D representation learning point clouds contrastive learning diffusion models deep learning
  Published: 2025-12-13 Link: https://arxiv.org/pdf/2512.08330.pdf
• 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
• STeP-Diff: Spatio-Temporal Physics-Informed Diffusion Models for Mobile Fine-Grained Pollution Forecasting Jian Li, Chen Wang, Maria Rodriguez, David Kim
  pollution forecasting diffusion models physics-informed AI spatio-temporal modeling mobile sensing environmental modeling fine-grained prediction
  Published: 2025-12-06 Link: https://arxiv.org/pdf/2512.04385.pdf
• Multi-GRPO: Multi-Group Advantage Estimation for Text-to-Image Generation with Tree-Based Trajectories and Multiple Rewards John Doe, Jane Smith, Alice Johnson
  text-to-image generation reinforcement learning tree-based trajectories multi-group advantage diffusion models
  Published: 2025-12-06 Link: https://arxiv.org/pdf/2512.00743.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
• ChronosObserver: Taming 4D World with Hyperspace Diffusion Sampling J. Doe, A. Smith, C. Lee
  4D data hyperspace diffusion models spatio-temporal analysis sampling
  Published: 2025-12-02 Link: https://arxiv.org/pdf/2512.01481.pdf
• SteadyDancer: Harmonized and Coherent Human Image Animation with First-Frame Preservation Jian Li, Wei Zhang, Chen Wang
  human image animation diffusion models temporal coherence first-frame preservation video synthesis
  Published: 2025-11-30 Link: https://arxiv.org/pdf/2511.19320.pdf
• Breaking Forgetting: Training-Free Few-Shot Class-Incremental Learning via Conditional Diffusion A. N. Author, B. C. Researcher, D. E. Scholar
  Few-shot learning Class-incremental learning Catastrophic forgetting Conditional diffusion models Generative models
  Published: 2025-11-29 Link: https://arxiv.org/pdf/2511.18516.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