作者位次 #3/7ICML 2026Poster· Applications / Computer Vision
Rethinking Depth Pruning for Vision Transformers: A Heterogeneity-Aware Perspective
Zhenfeng Su · Kang Zhao · Han Bao · Tao Yuan · Zhongzhe Hu · Xianzhi Yu · Wenxuan Wang
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Zhenfeng Su · Kang Zhao · Han Bao · Tao Yuan · Zhongzhe Hu · Xianzhi Yu · Wenxuan Wang
Pengxiang Zhao · Hui-Ling Zhen · Xing Li · Han Bao · Weizhe Lin · Zhiyuan Yang · Yu Zi Wei · Xin Wang · Mingxuan Yuan · Xianzhi Yu · Zhenhua Dong
As LLMs scale, low-bit floating-point formats like MXFP and NVFP4 offer new opportunities for precision and efficiency. In this work, we evaluate HiFloat (HiF8 and HiF4), a family of formats tailored for Ascend NPUs. Through rigorous comparison across weight-activation and KV-cache tasks, we prov...