Pulications

Theory-guided Generative Modeling and Beyond

Basic Framework and Interpretability 

[1] Smoothing the Score Function to Enhance Generation in Diffusion Models

Xinyu Zhou, Jiawei Zhang, Stephen Wright. [PDF] 

In the 43rd Conference on Computer Vision and Pattern Recognition (CVPR), 2026.

[2] An Optimization-based Framework for Denoising Generation

Xinyu Zhou, Jiawei Zhang, Stephen Wright. (Preparing for ICLR2027)

Extension1: Generalizability and Controllability in Generation

[3] On the Memorization in Controllable Diffusion Models

Xinyu Zhou, Yiheng Su, ... (Preparing for CVPR2027)

Extension2: Efficiency in Generation

[4] Rethinking the Piecewise Distillation in Consistency Models

Xinyu Zhou, Ruichuan Huang, ... (Preparing for CVPR2027)

Extension3: Reinforcement Learning

TBC...

Other Collaborations

TBC...