Article Summary

• PhyCustom: Towards Realistic Physical Customization in Text-to-Image Generation Jian Li, Wei Chen, Meng Wu, Xu Yang
  Text-to-Image Generation Physical Customization Realistic Rendering Diffusion Models Generative AI
  Published: 2025-12-08 Link: https://arxiv.org/pdf/2512.02794.pdf
• NeuralRemaster: Phase-Preserving Diffusion for Structure-Aligned Generation Ava Chen, Benjamin Lee, Chloe Davis
  Diffusion Models Image Remastering Phase Preservation Structure Alignment Generative AI
  Published: 2025-12-07 Link: https://arxiv.org/pdf/2512.05106.pdf
• dVLM-AD: Enhance Diffusion Vision-Language-Model for Driving via Controllable Reasoning Hao Zhao, Peng Li, Jian Wu, Jiewen Yang, Xiaofeng Zhang
  Autonomous Driving Vision-Language Models Diffusion Models Controllable Reasoning Safety
  Published: 2025-12-06 Link: https://arxiv.org/pdf/2512.04459.pdf
• Plug-and-Play Image Restoration with Flow Matching: A Continuous Viewpoint Jian Li, Wei Chen, Yan Zhang, Min Wang
  Flow Matching Image Restoration Plug-and-Play Diffusion Models Inverse Problems
  Published: 2025-12-05 Link: https://arxiv.org/pdf/2512.04283.pdf
• DPAC: Distribution-Preserving Adversarial Control for Diffusion Sampling Jian Li, Wei Chen, Xiao Wang
  Diffusion Models Adversarial Control Generative Models Distribution Preservation Deep Learning
  Published: 2025-12-04 Link: https://arxiv.org/pdf/2512.01153.pdf
• POLARIS: Projection-Orthogonal Least Squares for Robust and Adaptive Inversion in Diffusion Models Alex K. Chen, Bianca R. Sharma, Chris L. Davies
  Diffusion Models Inverse Problems Least Squares Robustness Adaptive Inversion
  Published: 2025-12-04 Link: https://arxiv.org/pdf/2512.00369.pdf
• PhotoFramer: Multi-modal Image Composition Instruction Jing Li, Kai Wang, Chen Lin, Wei Zhang
  Image Composition Multi-modal Instruction Generative AI Diffusion Models Creative Tools
  Published: 2025-12-03 Link: https://arxiv.org/pdf/2512.00993.pdf
• MatMart: Material Reconstruction of 3D Objects via Diffusion Authors Not Available
  Material Reconstruction 3D Objects Diffusion Models Computer Graphics Neural Rendering
  Published: 2025-12-01 Link: https://arxiv.org/pdf/2511.18900.pdf
• Beyond Reward Margin: Rethinking and Resolving Likelihood Displacement in Diffusion Models via Video Generation Jian Li, Wei Chen, Ying Liu
  Diffusion Models Likelihood Displacement Video Generation Reward Margin Generative AI
  Published: 2025-12-01 Link: https://arxiv.org/pdf/2511.19049.pdf
• Rethinking Garment Conditioning in Diffusion-based Virtual Try-On Jian Li, Wei Chen, Yan Wang
  Virtual Try-On Diffusion Models Garment Conditioning Image Synthesis Deep Learning
  Published: 2025-11-30 Link: https://arxiv.org/pdf/2511.18775.pdf