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Zong-Fang Liu

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#machine learning Open access Mar 2026

AIMER: Calibration-Free Task-Agnostic MoE Expert Pruning

This work proposes AIMER (AIMER), a simple calibration-free criterion that identifies more distinct experts by capturing the concentration pattern of expert weights, making it well suited for task-agnostic expert pruning.

Zong-Fang Liu, Guang-Yi Chen, Yi-Fan Shen et al. · 7 citations
#machine learning Preprint Oct 2026

GA-SVD: Generation-aware Singular Value Decomposition for LLM Compression

Large language models (LLMs) demonstrate strong generalization across a broad range of reasoning and generation tasks, but their large parameter counts impose substantial memory and computation costs, hindering deployment in practical resource-constrained settings. One-shot low-rank compression is a promising solution...

Sheng-Kun Tang, Cong Zeng, Zong-Fang Liu et al. · 0 citations

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