Peipei Zhou

Orcid: 0000-0002-0493-1844

Affiliations:

University of Pittsburgh, PA, USA
University of California, Los Angeles, CA, USA (Ph.D.)

According to our database¹, Peipei Zhou authored at least 33 papers between 2014 and 2024.

Collaborative distances:

Dijkstra number² of four.
Erdős number³ of four.

Timeline

Legend:

Book

In proceedings

Article

PhD thesis

Dataset

Other

Bibliography

2024

Towards Data-center Level Carbon Modeling and Optimization for Deep Learning Inference.

[BibT_eX]

[DOI]

CoRR, 2024

Towards Carbon Modeling of Cloud Servers with Accelerators.

[BibT_eX]

[DOI]

CoRR, 2024

SSR: Spatial Sequential Hybrid Architecture for Latency Throughput Tradeoff in Transformer Acceleration.

[BibT_eX]

[DOI]

Proceedings of the 2024 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2024

2023

Sustainable AI Processing at the Edge.

[BibT_eX]

[DOI]

IEEE Micro, 2023

REFRESH FPGAs: Sustainable FPGA Chiplet Architectures.

[BibT_eX]

[DOI]

CoRR, 2023

Challenges and Opportunities to Enable Large-Scale Computing via Heterogeneous Chiplets.

[BibT_eX]

[DOI]

CoRR, 2023

Enabling On-Device Large Language Model Personalization with Self-Supervised Data Selection and Synthesis.

[BibT_eX]

[DOI]

CoRR, 2023

AutoMM: Energy-Efficient Multi-Data-Type Matrix Multiply Design on Heterogeneous Programmable System-on-Chip.

[BibT_eX]

[DOI]

Jinming Zhuang

Zhuoping Yang

Peipei Zhou

CoRR, 2023

AIM: Accelerating Arbitrary-Precision Integer Multiplication on Heterogeneous Reconfigurable Computing Platform Versal ACAP.

[BibT_eX]

[DOI]

Proceedings of the IEEE/ACM International Conference on Computer Aided Design, 2023

CHARM: Composing Heterogeneous AcceleRators for Matrix Multiply on Versal ACAP Architecture.

[BibT_eX]

[DOI]

Proceedings of the 2023 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2023

High Performance, Low Power Matrix Multiply Design on ACAP: from Architecture, Design Challenges and DSE Perspectives.

[BibT_eX]

[DOI]

Jinming Zhuang

Zhuoping Yang

Peipei Zhou

Proceedings of the 60th ACM/IEEE Design Automation Conference, 2023

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

[BibT_eX]

[DOI]

Proceedings of the ACM Turing Award Celebration Conference - China 2023, 2023

2022

EF-Train: Enable Efficient On-device CNN Training on FPGA through Data Reshaping for Online Adaptation or Personalization.

[BibT_eX]

[DOI]

ACM Trans. Design Autom. Electr. Syst., 2022

Enabling Weakly Supervised Temporal Action Localization From On-Device Learning of the Video Stream.

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022

Sustainable AI Processing at the Edge.

[BibT_eX]

[DOI]

CoRR, 2022

H2H: heterogeneous model to heterogeneous system mapping with computation and communication awareness.

[BibT_eX]

[DOI]

Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022

2021

Algorithm-hardware Co-design of Attention Mechanism on FPGA Devices.

[BibT_eX]

[DOI]

ACM Trans. Embed. Comput. Syst., 2021

MOCHA: Multinode Cost Optimization in Heterogeneous Clouds with Accelerators.

[BibT_eX]

[DOI]

Proceedings of the FPGA '21: The 2021 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, Virtual Event, USA, February 28, 2021

2020

Algorithm-Hardware Co-design for BQSR Acceleration in Genome Analysis ToolKit.

[BibT_eX]

[DOI]

Mau-Chung Frank Chang

Jason Cong

Proceedings of the 28th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2020

2019

Modeling and Optimization for Customized Computing: Performance, Energy and Cost Perspective.

[BibT_eX]

[DOI]

Peipei Zhou

PhD thesis, 2019

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

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2019

2018

Best-Effort FPGA Programming: A Few Steps Can Go a Long Way.

[BibT_eX]

[DOI]

CoRR, 2018

Doppio: I/O-Aware Performance Analysis, Modeling and Optimization for In-memory Computing Framework.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Performance Analysis of Systems and Software, 2018

SODA: stencil with optimized dataflow architecture.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Computer-Aided Design, 2018

An Optimal Microarchitecture for Stencil Computation with Data Reuse and Fine-Grained Parallelism: (Abstract Only).

[BibT_eX]

[DOI]

Yuze Chi

Peipei Zhou

Jason Cong

Proceedings of the 2018 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2018

ST-Accel: A High-Level Programming Platform for Streaming Applications on FPGA.

[BibT_eX]

[DOI]

Proceedings of the 26th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2018

Latte: Locality Aware Transformation for High-Level Synthesis.

[BibT_eX]

[DOI]

Proceedings of the 26th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2018

2017

Bandwidth Optimization Through On-Chip Memory Restructuring for HLS.

[BibT_eX]

[DOI]

Proceedings of the 54th Annual Design Automation Conference, 2017

2016

ARAPrototyper: Enabling Rapid Prototyping and Evaluation for Accelerator-Rich Architectures.

[BibT_eX]

[DOI]

CoRR, 2016

Caffeine: towards uniformed representation and acceleration for deep convolutional neural networks.

[BibT_eX]

[DOI]

Proceedings of the 35th International Conference on Computer-Aided Design, 2016

ARAPrototyper: Enabling Rapid Prototyping and Evaluation for Accelerator-Rich Architecture (Abstact Only).

[BibT_eX]

[DOI]

Proceedings of the 2016 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2016

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

[BibT_eX]

[DOI]

Proceedings of the 24th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2016

2014

A Fully Pipelined and Dynamically Composable Architecture of CGRA.

[BibT_eX]

[DOI]

Proceedings of the 22nd IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2014

Peipei Zhou

Timeline

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