Towards Floating Point-Based Attention-Free LLM: Hybrid PIM with Non-Uniform Data Format and Reduced Multiplications. - Lidong Guo; Zhenhua Zhu; Tengxuan Liu; Xuefei Ning; Shiyao Li; Guohao Dai; Huazhong Yang; Wangyang Fu; Yu Wang 002 (ICCAD, 2024)

Evaluating Quantized Large Language Models. - Shiyao Li; Xuefei Ning; Luning Wang; Tengxuan Liu; Xiangsheng Shi; Shengen Yan; Guohao Dai; Huazhong Yang; Yu Wang 002 (ICML, 2024)

FMC-LLM: Enabling FPGAs for Efficient Batched Decoding of 70B+ LLMs with a Memory-Centric Streaming Architecture. - Wenheng Ma; Xinhao Yang; Shulin Zeng; Tengxuan Liu; Libo Shen; Hongyi Wang; Shiyao Li; Jiewen Wang; Yuhan Zhang; Hao Guo; Jintao Li; Ziming Zhang; et al. (FPGA, 2025)

FrameFusion: Combining Similarity and Importance for Video Token Reduction on Large Visual Language Models. - Tianyu Fu 004; Tengxuan Liu; Qinghao Han; Guohao Dai; Shengen Yan; Huazhong Yang; Xuefei Ning; Yu Wang 002 (CoRR, 2025)

PM-KVQ: Progressive Mixed-precision KV Cache Quantization for Long-CoT LLMs. - Tengxuan Liu; Shiyao Li; Jiayi Yang; Tianchen Zhao; Feng Zhou; Xiaohui Song; Guohao Dai; Shengen Yan; Huazhong Yang; Yu Wang 002 (CoRR, 2025)