ARB-LLM: Alternating Refined Binarizations for Large Language Models. - Zhiteng Li; Xianglong Yan; Tianao Zhang; Haotong Qin; Dong Xie; Jiang Tian; Zhongchao Shi; Linghe Kong; Yulun Zhang 001; Xiaokang Yang 001 (ICLR, 2025)

Progressive Binarization with Semi-Structured Pruning for LLMs. - Xianglong Yan; Tianao Zhang; Zhiteng Li; Yulun Zhang 001 (CoRR, 2025)

ReCalKV: Low-Rank KV Cache Compression via Head Reordering and Offline Calibration. - Xianglong Yan; Zhiteng Li; Tianao Zhang; Linghe Kong; Yulun Zhang 001; Xiaokang Yang 001 (CoRR, 2025)

RobuQ: Pushing DiTs to W1.58A2 via Robust Activation Quantization. - Kaicheng Yang; Xun Zhang; Haotong Qin; Yucheng Lin; Kaisen Yang; Xianglong Yan; Yulun Zhang 001 (CoRR, 2025)

PT2-LLM: Post-Training Ternarization for Large Language Models. - Xianglong Yan; Chengzhu Bao; Zhiteng Li; Tianao Zhang; Kaicheng Yang; Haotong Qin; Ruobing Xie; Xingwu Sun; Yulun Zhang 001 (CoRR, 2025)

Quant-dLLM: Post-Training Extreme Low-Bit Quantization for Diffusion Large Language Models. - Tianao Zhang; Zhiteng Li; Xianglong Yan; Haotong Qin; Yong Guo; Yulun Zhang 001 (CoRR, 2025)