Publications

2025

  1. ICS
    Graph Convolutional Network Acceleration Using Adiabatic Superconductor Josephson Devices
    Zhengang Li, Hongwu Peng, Xuan Shen, and 6 more authors
    In ACM International Conference on Supercomputing 2025, 2025
  2. ICS
    DR-CircuitGNN: Training Acceleration of Heterogeneous Circuit Graph Neural Network on GPUs
    Yuebo Luo, Shiyang Li, Junran Tao, and 6 more authors
    In ACM International Conference on Supercomputing 2025, 2025
  3. WWW-RelWeb
    RankFlow: A Multi-Role Collaborative Reranking Workflow Utilizing Large Language Models
    Can Jin, Hongwu Peng, Anxiang Zhang, and 8 more authors
    In Proceedings of the ACM on Web Conference 2025 (WWW-RelWeb 2025), 2025
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  4. ICLR
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    RTop-K: Ultra-Fast Row-Wise Top-K Selection for Neural Network Acceleration on GPUs
    Xi Xie, Yuebo Luo, Hongwu Peng, and 1 more author
    In The Thirteenth International Conference on Learning Representations, 2025
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2024

  1. ASPLOS
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    MaxK-GNN: Extremely Fast GPU Kernel Design for Accelerating Graph Neural Networks Training
    Xi Xie*, Hongwu Peng*, Kaustubh Shivdikar, and 6 more authors
    In Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 2, La Jolla, CA, USA, 2024
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  2. ICCAD
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    AdaPI: Facilitating DNN Model Adaptivity for Efficient Private Inference in Edge Computing
    Tong Zhou, Jiahui Zhao, Yukui Luo, and 4 more authors
    In 2024 IEEE/ACM International Conference on Computer Aided Design (ICCAD), 2024
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  3. Preprint
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    Advanced Large Language Model (LLM)-Driven Verilog Development: Enhancing Power, Performance, and Area Optimization in Code Synthesis
    Kiran Thorat, Jiahui Zhao, Yaotian Liu, and 5 more authors
    arXiv preprint arXiv:2312.01022, 2024
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2023

  1. ICCAD
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    Accel-GCN: High-Performance GPU Accelerator Design for Graph Convolution Networks
    Xi Xie, Hongwu Peng, Amit Hasan, and 7 more authors
    In 2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD), 2023
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  2. ICCV
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    AutoReP: Automatic ReLU Replacement for Fast Private Network Inference
    Hongwu Peng, Shaoyi Huang, Tong Zhou, and 11 more authors
    In Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2023
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  3. AAAI Workshop
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    RRNet: Towards ReLU-Reduced Neural Network for Two-party Computation Based Private Inference
    Hongwu Peng, Shanglin Zhou, Yukui Luo, and 11 more authors
    AAAI 2023 Workshop on DL-Hardware Co-Design for AI Acceleration, 2023
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