SmartTrim: Adaptive Tokens and Attention Pruning for Efficient Vision-Language Models. - Zekun Wang 001; Jingchang Chen; Wangchunshu Zhou; Haichao Zhu; Jiafeng Liang; Liping Shan; Ming Liu 004; Dongliang Xu; Qing Yang 033; Bing Qin 001 (LREC/COLING, 2024)

CFSP: An Efficient Structured Pruning Framework for LLMs with Coarse-to-Fine Activation Information. - Yuxin Wang 002; Minghua Ma; Zekun Wang 001; Jingchang Chen; Huiming Fan; Liping Shan; Qing Yang 033; Dongliang Xu; Ming Liu 004; Bing Qin 001 (CoRR, 2024)

EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models. - Zekun Wang 001; Minghua Ma; Zexin Wang; Rongchuan Mu; Liping Shan; Ming Liu 004; Bing Qin 001 (ACL (1), 2025)

CFSP: An Efficient Structured Pruning Framework for LLMs with Coarse-to-Fine Activation Information. - Yuxin Wang 002; Minghua Ma; Zekun Wang 001; Jingchang Chen; Liping Shan; Qing Yang 033; Dongliang Xu; Ming Liu 004; Bing Qin 001 (COLING, 2025)