Pengsheng Guo

Researcher, Apple

2 papers at NeurIPS 2025

OpenReview· Semantic Scholar· Google Scholar

Poster Session 4

1 paper

Thursday, December 4, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

On Inductive Biases That Enable Generalization in Diffusion Transformers

#3715 · Jie An, De Wang, Pengsheng Guo, Jiebo Luo, Alex Schwing

The generalization of a DiT is influenced by the inductive bias of attention locality rather than harmonic bases like UNet. Using attention window restrictions can modify its generalization ability.

Poster Session 6

1 paper

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

Exhibit Hall C,D,E

CAR-Flow: Condition-Aware Reparameterization Aligns Source and Target for Better Flow Matching

#4200 Spotlight · Chen Chen, Pengsheng Guo, Liangchen Song, Jiasen Lu, Rui Qian, Tsu-Jui Fu, Xinze Wang, Wei Liu, Yinfei Yang, Alex Schwing