All Stories

  1. A Survey on Graph Neural Network Acceleration: Algorithms, Systems, and Customized Hardware

    Article • ACM Computing Surveys, April 2026, ACM (Association for Computing Machinery)

    Peipei Zhou, Atefeh Sohrabizadeh

  2. Efficient Task Transfer for HLS DSE

    Article • October 2024, ACM (Association for Computing Machinery)

    Peipei Zhou, Atefeh Sohrabizadeh

  3. GNN-Based Performance Prediction of Quantum Optimization of Maximum Independent Set

    Article • October 2024, ACM (Association for Computing Machinery)

    Atefeh Sohrabizadeh, Peipei Zhou, Wan-Hsuan Lin

  4. Learning to Compare Hardware Designs for High-Level Synthesis

    Article • September 2024, ACM (Association for Computing Machinery)

    Peipei Zhou, Atefeh Sohrabizadeh

  5. Cross-Modality Program Representation Learning for Electronic Design Automation with High-Level Synthesis

    Article • September 2024, ACM (Association for Computing Machinery)

    Atefeh Sohrabizadeh, Peipei Zhou

  6. FlexCNN: An End-to-end Framework for Composing CNN Accelerators on FPGA

    Article • ACM Transactions on Reconfigurable Technology and Systems, March 2023, ACM (Association for Computing Machinery)

    Atefeh Sohrabizadeh, Peipei Zhou

  7. OverGen: Improving FPGA Usability through Domain-specific Overlay Generation

    Article • October 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Atefeh Sohrabizadeh, Peipei Zhou

  8. AutoDSE: Enabling Software Programmers to Design Efficient FPGA Accelerators

    Article • ACM Transactions on Design Automation of Electronic Systems, July 2022, ACM (Association for Computing Machinery)

    Atefeh Sohrabizadeh, Peipei Zhou

  9. Automated accelerator optimization aided by graph neural networks

    Article • July 2022, ACM (Association for Computing Machinery)

    Atefeh Sohrabizadeh, Peipei Zhou

  10. Improving GNN-based accelerator design automation with meta learning

    Article • July 2022, ACM (Association for Computing Machinery)

    Peipei Zhou, Atefeh Sohrabizadeh

  11. Automated Accelerator Optimization Aided by Graph Neural Networks

    Article • February 2022, ACM (Association for Computing Machinery)

    Atefeh Sohrabizadeh, Peipei Zhou

  12. SPA-GCN: Efficient and Flexible GCN Accelerator with Application for Graph Similarity Computation

    Article • February 2022, ACM (Association for Computing Machinery)

    Atefeh Sohrabizadeh, Peipei Zhou

  13. Sextans: A Streaming Accelerator for General-Purpose Sparse-Matrix Dense-Matrix Multiplication

    Article • February 2022, ACM (Association for Computing Machinery)

    Atefeh Sohrabizadeh, Peipei Zhou

  14. AutoDSE: Enabling Software Programmers Design Efficient FPGA Accelerators

    Article • February 2021, ACM (Association for Computing Machinery)

    Peipei Zhou, Atefeh Sohrabizadeh