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Qing Qu

Assistant Professor, University of Michigan

6 papers at NeurIPS 2025

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Poster Session 1

Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

Understanding Representation Dynamics of Diffusion Models via Low-Dimensional Modeling

#5308 · Xiao Li, Zekai Zhang, Xiang Li, Siyi Chen, Zhihui Zhu, Peng Wang, Qing Qu

Poster Session 2

Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

UGoDIT: Unsupervised Group Deep Image Prior Via Transferable Weights

#2709 · Shijun Liang, Ismail Alkhouri, Siddhant Gautam, Qing Qu, Saiprasad Ravishankar

FlowDAS: A Stochastic Interpolant-based Framework for Data Assimilation

#2106 · Siyi Chen, Yixuan Jia, Qing Qu, He Sun, Jeffrey A Fessler

We introduce a Stochastic Interpolants-based data assimilation framework for stochastic dynamic systems.

Poster Session 3

Thursday, December 4, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

A Closer Look at Model Collapse: From a Generalization-to-Memorization Perspective

#3600 Spotlight · Lianghe Shi, Meng Wu, Huijie Zhang, Zekai Zhang, Molei Tao, Qing Qu

Poster Session 6

Friday, December 5, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Towards Understanding the Mechanisms of Classifier-Free Guidance

#3614 Spotlight · Xiang Li, Rongrong Wang, Qing Qu

Shallow Diffuse: Robust and Invisible Watermarking through Low-Dim Subspaces in Diffusion Models

#4106 Spotlight · Wenda Li, Huijie Zhang, Qing Qu