MARCA: Mamba Accelerator with Reconfigurable Architecture. - Jinhao Li 006; Shan Huang 010; Jiaming Xu; Jun Liu 071; Li Ding 012; Ningyi Xu; Guohao Dai (ICCAD, 2024)

Fast and Efficient 2-bit LLM Inference on GPU: 2/4/16-bit in a Weight Matrix with Asynchronous Dequantization. - Jinhao Li 006; Jiaming Xu; Shiyao Li; Shan Huang 010; Jun Liu 071; Yaoxiu Lian; Guohao Dai (ICCAD, 2024)

Large Language Model Inference Acceleration: A Comprehensive Hardware Perspective. - Jinhao Li 006; Jiaming Xu; Shan Huang 010; Yonghua Chen; Wen Li; Jun Liu 071; Yaoxiu Lian; Jiayi Pan; Li Ding 012; Hao Zhou; Yu Wang 002; Guohao Dai (CoRR, 2024)

LLSM: LLM-enhanced Logic Synthesis Model with EDA-guided CoT Prompting, Hybrid Embedding and AIG-tailored Acceleration. - Shan Huang 010; Jinhao Li 006; Zhen Yu; Jiancai Ye; Jiaming Xu; Ningyi Xu; Guohao Dai (ASP-DAC, 2025)

Accelerator for LLM-Enhanced GNN with Product Quantization and Unified Indexing. - Jiaming Xu; Jinhao Li 006; Jun Liu 071; Hao Zhou; Guohao Dai (ASP-DAC, 2025)

SoftmAP: Software-Hardware Co-Design for Integer-Only Softmax on Associative Processors. - Mariam Rakka; Jinhao Li 006; Guohao Dai; Ahmed M. Eltawil; Mohammed E. Fouda; Fadi J. Kurdahi (DATE, 2025)

DyLGNN: Efficient LM-GNN Fine-Tuning with Dynamic Node Partitioning, Low-Degree Sparsity, and Asynchronous Sub-Batch. - Zhen Yu; Jinhao Li 006; Jiaming Xu; Shan Huang 010; Jiancai Ye; Ningyi Xu; Guohao Dai (DATE, 2025)

FlightVGM: Efficient Video Generation Model Inference with Online Sparsification and Hybrid Precision on FPGAs. - Jun Liu 071; Shulin Zeng; Li Ding 012; Widyadewi Soedarmadji; Hao Zhou; Zehao Wang; Jinhao Li 006; Jintao Li; Yadong Dai; Kairui Wen; Shan He; Yaqi Sun; et al. (FPGA, 2025)

TB-STC: Transposable Block-wise N: M Structured Sparse Tensor Core. - Jun Liu 071; Shulin Zeng; Junbo Zhao 001; Li Ding 012; Zeyu Wang; Jinhao Li 006; Zhenhua Zhu; Xuefei Ning; Chen Zhang; Yu Wang 002; Guohao Dai (HPCA, 2025)

SpecEE: Accelerating Large Language Model Inference with Speculative Early Exiting. - Jiaming Xu; Jiayi Pan; Yongkang Zhou; Siming Chen; Jinhao Li 006; Yaoxiu Lian; Junyi Wu; Guohao Dai (ISCA, 2025)

Enabling Efficient Sparse Multiplications on GPUs With Heuristic Adaptability. - Jiaming Xu; Shan Huang 010; Jinhao Li 006; Guyue Huang; Yuan Xie 001; Yu Wang 002; Guohao Dai (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2025)