Simin Huo

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Architecture Design (Transformers, SSMs, MoE) (1)Computer Vision (1)Inference & Quantization (1)

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Simin Huo (1)Ning Li (1)

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Apr 15, 2026

Simin Huo +2Apr 15, 2026·also CAS

MaMe&MaRe: Matrix-Based Token Merging and Restoration for Efficient Visual Perception and Synthesis

Token merging can be fast: MaMe accelerates ViTs by up to 2x and Stable Diffusion v2.1 by 31% using only GPU-friendly matrix operations, outperforming prior methods.

Simin Huo, Simin Huo, Ning Li

Architecture Design (Transformers, SSMs, MoE)Computer Vision Inference & Quantization

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Simin Huo

Research focus

Frequent co-authors

Papers (1)