Haomin Li

Haomin Li

PhD student @ ACA Lab, SEIEE, Shanghai Jiao Tong University

Welcome to Haomin Li(李皓民)’s Homepage~

I received the B.S. degree from the College of Intelligence and Computing, Tianjin University in 2022. I am chasing my Ph.D. degree in CS. in Shanghai Jiao Tong University, Intelligent Memory & Processor Architecture & Computing Lab (IMPACT Lab), under the supervision of Prof. Li Jiang and Assist Prof. Fangxin Liu.

My current research interests focus on Hardware-software Co-Design for Efficient and Secure AI.
Hardware: (CIM-based) ASIC Design, Edge FPGAs, and Edge/Server GPUs.
Software: Brain-Inspired Neuromorphic Computing, LLMs/Neural Networks, 3D Perception and Generation, and Secure AI Workloads.

📝 Research Focus

  • Brain-inspired Neuromorphic Computing:
    • Effective Applications [ICCAD’23, SIGIR’22]
    • Adaptive and Flexible Compression [ISCA’25, ASP-DAC’25]
    • Execution Optimization [2×DATE’25, TPDS’24, ASP-DAC’24]
    • CiM-based Accelration [MICRO’24, ASP-DAC’24]
  • LLMs/Neural Network Acceleration
    • Acceleration of Neural Networks via Efficient Encoding [HPCA’24, DAC’24]
    • Sparsity Compilation [HPCA’25, TODAES’24, ASP-DAC’24]
  • Efficient 3D Perception and Generation
    • Deformable Attention Optimization for Efficient 3D Detection [DAC’24]
    • 3D Reconstruction Acceleration [ASPLOS’25]
  • Efficient design for Secure AI
    • Area Effcient Design for LUT-based Large Number Modular Reduction [DAC’25]
    • Secure Neuromorphic Computing [DAC’24, ASP-DAC’24, DAC’23, TACO’25]

🔥News

  • 2025.04: 🎉🎉 Our paper “ASDR: Exploiting Adaptive Sampling and Data Reuse for CIM-based Instant Neural Rendering” about CiM-based NeRF Acceleration has been accepted by ASPLOS 2025! We will present our paper in ASPLOS 2026~
  • 2025.04: 🎉🎉 Our paper “Attack and Defense: Enhancing Robustness of Binary Hyper-Dimensional Computing” about bio-inspired model robustness exploration has been accepted by TACO!
  • 2025.03: 🎉🎉 Our paper “FATE” about bio-inspired model acceleration has been accepted by ISCA 2025!
  • 2025.02: 🎉🎉 Our paper “ALLMod” about large number modular reduction has been accepted by DAC 2025! (Arxiv Link)
  • 2024.11: 🎉🎉 Our paper “TAIL” and “HyperDyn” have been accepted by DATE 2025!
  • 2024.09: 🎉🎉 Our paper “NeuronQuant” has been accepted by ASP-DAC 2025!
  • 2024.08: 🎉🎉 Our paper “HyperFeel”, “PAAP-HD”, and “TEAS” have been accepted by ASP-DAC 2024!
  • 2023.07: 🎉🎉 Our paper “HyperNode” has been accepted by ICCAD 2023! San Francisco Again ^_^!
  • 2023.02: 🎉🎉 Our paper “HyperAttack” has been accepted by DAC 2023!