AKVQ-VL: Attention-Aware KV Cache Adaptive 2-Bit Quantization for Vision-Language Models. - Zunhai Su; Wang Shen; Linge Li; Zhe Chen; Hanyu Wei; Huangqi Yu; Kehong Yuan (CoRR, 2025)

RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations. - Zunhai Su; Zhe Chen; Wang Shen; Hanyu Wei; Linge Li; Huangqi Yu; Kehong Yuan (CoRR, 2025)

Unveiling Super Experts in Mixture-of-Experts Large Language Models. - Zunhai Su; Qing Li 001; Hao Zhang 047; YuLei Qian; Yuchen Xie; Kehong Yuan (CoRR, 2025)

KVSink: Understanding and Enhancing the Preservation of Attention Sinks in KV Cache Quantization for LLMs. - Zunhai Su; Kehong Yuan (CoRR, 2025)