Liang-Chieh Chen

Apple

Apple ML Research

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Publication activitypapers/week, last 8 weeks

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Architecture Design (Transformers, SSMs, MoE) (1)Computer Vision (1)

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Xiaoyu Wu (1)Yifei Wang (1)Tsu-Jui Fu (1)Zhe Gan (1)

Papers (1)

May 6, 2026

2w ago·also Apple ML

Taming Outlier Tokens in Diffusion Transformers

Outlier tokens in Diffusion Transformers aren't just extreme values; they corrupt local patch semantics, and can be tamed with Dual-Stage Registers to boost image generation quality.

Xiaoyu Wu, Yifei Wang, Tsu-Jui Fu +3

Architecture Design (Transformers, SSMs, MoE)Computer Vision

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Liang-Chieh Chen

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)