All Stories

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

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

    Peipei Zhou, Atefeh Sohrabizadeh

  2. 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

  3. PASTA: Programming and Automation Support for Scalable Task-Parallel HLS Programs on Modern Multi-Die FPGAs

    Article • ACM Transactions on Reconfigurable Technology and Systems, August 2024, ACM (Association for Computing Machinery)

    Peipei Zhou, Ahmad Sedigh Baroughi

  4. CHARM 2.0: Composing Heterogeneous Accelerators for Deep Learning on Versal ACAP Architecture

    Article • ACM Transactions on Reconfigurable Technology and Systems, August 2024, ACM (Association for Computing Machinery)

    Peipei Zhou

  5. Q-Pilot: Field Programmable Qubit Array Compilation with Flying Ancillas

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

    Peipei Zhou

  6. SpectraFlux: Harnessing the Flow of Multi-FPGA in Mass Spectrometry Clustering

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

    Peipei Zhou

  7. TAPA-CS: Enabling Scalable Accelerator Design on Distributed HBM-FPGAs

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

    Peipei Zhou

  8. Automatic Hardware Pragma Insertion in High-Level Synthesis: A Non-Linear Programming Approach

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

    Peipei Zhou

  9. FPGA-based Accelerator for Sparse Triangular Solver

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

    Peipei Zhou, Zifan He

  10. Scheduling and Physical Design

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

    Peipei Zhou

  11. TAPA: A Scalable Task-Parallel Dataflow Programming Framework for Modern FPGAs with Co-Optimization of HLS and Physical Design

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

    Peipei Zhou

  12. Caffeine: Towards Uniformed Representation and Acceleration for Deep Convolutional Neural Networks

    Article • July 2023, ACM (Association for Computing Machinery)

    Chen Zhang, Peipei Zhou

  13. NeSSA: Near-Storage Data Selection for Accelerated Machine Learning Training

    Article • July 2023, ACM (Association for Computing Machinery)

    Peipei Zhou

  14. RapidStream 2.0: Automated Parallel Implementation of Latency Insensitive FPGA Designs Through Partial Reconfiguration

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

    Peipei Zhou

  15. FPGA Acceleration of Probabilistic Sentential Decision Diagrams with High-level Synthesis

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

    Peipei Zhou

  16. 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

  17. HMLib: Efficient Data Transfer for HLS Using Host Memory

    Article • February 2023, ACM (Association for Computing Machinery)

    Peipei Zhou

  18. Callipepla: Stream Centric Instruction Set and Mixed Precision for Accelerating Conjugate Gradient Solver

    Article • February 2023, ACM (Association for Computing Machinery)

    Peipei Zhou

  19. CHARM: C omposing H eterogeneous A ccele R ators for M atrix Multiply on Versal ACAP Architecture

    Article • February 2023, ACM (Association for Computing Machinery)

    Peipei Zhou

  20. FPGA HLS Today: Successes, Challenges, and Opportunities

    Article • ACM Transactions on Reconfigurable Technology and Systems, December 2022, ACM (Association for Computing Machinery)

    Peipei Zhou

  21. Qubit Mapping for Reconfigurable Atom Arrays

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

    Peipei Zhou

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

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

    Atefeh Sohrabizadeh, Peipei Zhou

  23. Energy-Efficient LSTM Inference Accelerator for Real-Time Causal Prediction

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

    Zhe Chen, Peipei Zhou

  24. N-DISE

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

    Peipei Zhou, susmit shannigrahi shannigrahi shannigrahi

  25. 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

  26. Serpens

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

    Peipei Zhou

  27. Automated accelerator optimization aided by graph neural networks

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

    Atefeh Sohrabizadeh, Peipei Zhou

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

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

    Peipei Zhou, Atefeh Sohrabizadeh

  29. Automated Accelerator Optimization Aided by Graph Neural Networks

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

    Atefeh Sohrabizadeh, Peipei Zhou

  30. 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

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

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

    Atefeh Sohrabizadeh, Peipei Zhou

  32. Accelerating SSSP for Power-Law Graphs

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

    Peipei Zhou

  33. RapidStream

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

    Peipei Zhou

  34. TENET: A Framework for Modeling Tensor Dataflow Based on Relation-centric Notation

    Article • June 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Peipei Zhou

  35. AutoBridge

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

    Peipei Zhou

  36. Extending High-Level Synthesis for Task-Parallel Programs

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

    Peipei Zhou

  37. HBM Connect: High-Performance HLS Interconnect for FPGA HBM

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

    Peipei Zhou

  38. MOCHA

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

    Peipei Zhou

  39. AutoDSE: Enabling Software Programmers Design Efficient FPGA Accelerators

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

    Peipei Zhou, Atefeh Sohrabizadeh

  40. AutoSA

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

    Peipei Zhou

  41. BLINK

    Article • August 2020, ACM (Association for Computing Machinery)

    Peipei Zhou, Zhe Chen

  42. HeteroRefactor

    Article • June 2020, ACM (Association for Computing Machinery)

    Peipei Zhou

  43. Bonsai: High-Performance Adaptive Merge Tree Sorting

    Article • May 2020, Institute of Electrical & Electronics Engineers (IEEE)

    Peipei Zhou, Vaibhav Aggarwal

  44. Overcoming Data Transfer Bottlenecks in FPGA-based DNN Accelerators via Layer Conscious Memory Management

    Article • June 2019, ACM (Association for Computing Machinery)

    Peipei Zhou

  45. Dataflow Systolic Array Implementations of Matrix Decomposition Using High Level Synthesis

    Article • February 2019, ACM (Association for Computing Machinery)

    Peipei Zhou

  46. LANMC

    Article • February 2019, ACM (Association for Computing Machinery)

    Zhe Chen, Peipei Zhou

  47. HeteroCL

    Article • February 2019, ACM (Association for Computing Machinery)

    Peipei Zhou

  48. Overcoming Data Transfer Bottlenecks in DNN Accelerators via Layer-Conscious Memory Managment

    Article • February 2019, ACM (Association for Computing Machinery)

    Peipei Zhou

  49. CPU-FPGA Co-Optimization for Big Data Applications

    Article • February 2017, ACM (Association for Computing Machinery)

    Peipei Zhou

  50. Bandwidth Optimization Through On-Chip Memory Restructuring for HLS

    Article • January 2017, ACM (Association for Computing Machinery)

    Peipei Zhou

  51. Energy-Efficient CNN Implementation on a Deeply Pipelined FPGA Cluster

    Article • August 2016, ACM (Association for Computing Machinery)

    Peipei Zhou, Guojie Luo

  52. Invited - Heterogeneous datacenters

    Article • June 2016, ACM (Association for Computing Machinery)

    Peipei Zhou

  53. Energy Efficiency of Full Pipelining: A Case Study for Matrix Multiplication

    Article • May 2016, Institute of Electrical & Electronics Engineers (IEEE)

    Peipei Zhou

  54. Caffeine

    Article • January 2016, ACM (Association for Computing Machinery)

    Peipei Zhou

  55. ARAPrototyper

    Article • January 2016, ACM (Association for Computing Machinery)

    Peipei Zhou

  56. InterFS

    Article • July 2015, ACM (Association for Computing Machinery)

    Peipei Zhou

  57. CMOST

    Article • June 2015, ACM (Association for Computing Machinery)

    Peipei Zhou

  58. On-chip interconnection network for accelerator-rich architectures

    Article • June 2015, ACM (Association for Computing Machinery)

    Peipei Zhou

  59. A Fully Pipelined and Dynamically Composable Architecture of CGRA

    Article • May 2014, Institute of Electrical & Electronics Engineers (IEEE)

    Peipei Zhou

  60. Automatic memory partitioning and scheduling for throughput and power optimization

    Article • ACM Transactions on Design Automation of Electronic Systems, March 2011, ACM (Association for Computing Machinery)

    Peipei Zhou