Peipei Zhou

62 papers A* 4A 12B 2Misc 8Journal 28Unranked 5
YearRankTypeTitle / Venue / Authors
2026 J jnl
Report for NSF Workshop on Algorithm-Hardware Co-design for Medical Applications.
CoRR
Peipei Zhou, Zheng Dong, Insup Lee, Aidong Zhang, Robert Dick, Majid Sarrafzadeh, Xiaodong Wu, Weisong Shi, Zhuoping Yang, Jingtong Hu, Yiyu Shi
2025 A conf
AGILE: Lightweight and Efficient Asynchronous GPU-SSD Integration.
SC
Zhuoping Yang, Jinming Zhuang, Xingzhen Chen, Alex K. Jones, Peipei Zhou
2025 J jnl
AGILE: Lightweight and Efficient Asynchronous GPU-SSD Integration.
CoRR
Zhuoping Yang, Jinming Zhuang, Xingzhen Chen, Alex K. Jones, Peipei Zhou
2025 A conf
ARIES: An Agile MLIR-Based Compilation Flow for Reconfigurable Devices with AI Engines.
FPGA
Jinming Zhuang, Shaojie Xiang, Hongzheng Chen, Niansong Zhang, Zhuoping Yang, Tony Mao, Zhiru Zhang, Peipei Zhou
2025 — conf
ART: Customizing Accelerators for DNN-Enabled Real-Time Safety-Critical Systems.
ACM Great Lakes Symposium on VLSI
Shixin Ji, Xingzhen Chen, Jinming Zhuang, Wei Zhang, Zhuoping Yang, Sarah Schultz, Yukai Song, Jingtong Hu, Alex K. Jones, Zheng Dong, Peipei Zhou
2025 A conf
DERCA: DetERministic Cycle-Level Accelerator on Reconfigurable Platforms in DNN-Enabled Real-Time Safety-Critical Systems.
RTSS
Shixin Ji, Zhuoping Yang, Xingzhen Chen, Wei Zhang, Jinming Zhuang, Alex K. Jones, Zheng Dong, Peipei Zhou
2025 J jnl
MTrain: Enable Efficient CNN Training on Heterogeneous FPGA-Based Edge Servers.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Yue Tang, Alex K. Jones, Jinjun Xiong, Peipei Zhou, Jingtong Hu
2025 Misc conf
Ph.D. Project AIM: Accelerating Arbitrary-Precision Integer Multiplication on Heterogeneous Reconfigurable Computing Platform Versal ACAP.
FCCM
Zhuoping Yang, Peipei Zhou
2025 Misc conf
Ph.D. Project ARIES: Efficient Mapping and Automated Compilation for AMD Versal Devices.
FCCM
Jinming Zhuang, Peipei Zhou
2025 — ed.
Proceedings of the Great Lakes Symposium on VLSI 2025, GLSVLSI 2025, New Orleans, LA, USA, 30 June 2025 - 2 July 2025
ACM Great Lakes Symposium on VLSI
Lu Peng, Boris Vaisband, Fan Chen, Peipei Zhou, Shahar Kvatinsky, Jiafeng Xie
2025 A conf
Towards Accelerator Customization in Real-time Safety-critical Systems.
FPGA
Shixin Ji, Xingzhen Chen, Wei Zhang, Zhuoping Yang, Jinming Zhuang, Sarah Schultz, Yukai Song, Jingtong Hu, Alex K. Jones, Zheng Dong, Peipei Zhou
2024 — conf
Amortizing Embodied Carbon Across Generations.
IGSC
Shixin Ji, Jinming Zhuang, Zhuoping Yang, Alex K. Jones, Peipei Zhou
2024 J jnl
CHARM 2.0: Composing Heterogeneous Accelerators for Deep Learning on Versal ACAP Architecture.
ACM Trans. Reconfigurable Technol. Syst.
Jinming Zhuang, Jason Lau, Hanchen Ye, Zhuoping Yang, Shixin Ji, Jack Lo, Kristof Denolf, Stephen Neuendorffer, Alex K. Jones, Jingtong Hu, Yiyu Shi, Deming Chen, Jason Cong, Peipei Zhou
2024 J jnl
CHEF: A Framework for Deploying Heterogeneous Models on Clusters With Heterogeneous FPGAs.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Yue Tang, Yukai Song, Naveena Elango, Sheena Ratnam Priya, Alex K. Jones, Jinjun Xiong, Peipei Zhou, Jingtong Hu
2024 B conf
Challenges and Opportunities to Enable Large-Scale Computing via Heterogeneous Chiplets.
ASPDAC
Zhuoping Yang, Shixin Ji, Xingzhen Chen, Jinming Zhuang, Weifeng Zhang, Dharmesh Jani, Peipei Zhou
2024 J jnl
EQ-ViT: Algorithm-Hardware Co-Design for End-to-End Acceleration of Real-Time Vision Transformer Inference on Versal ACAP Architecture.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Peiyan Dong, Jinming Zhuang, Zhuoping Yang, Shixin Ji, Yanyu Li, Dongkuan Xu, Heng Huang, Jingtong Hu, Alex K. Jones, Yiyu Shi, Yanzhi Wang, Peipei Zhou
2024 A* conf
Enabling On-Device Large Language Model Personalization with Self-Supervised Data Selection and Synthesis.
DAC
Ruiyang Qin, Jun Xia, Zhenge Jia, Meng Jiang, Ahmed Abbasi, Peipei Zhou, Jingtong Hu, Yiyu Shi
2024 J jnl
FiberFlex: Real-time FPGA-based Intelligent and Distributed Fiber Sensor System for Pedestrian Recognition.
ACM Trans. Reconfigurable Technol. Syst.
Yuqi Li, Kehao Zhao, Jieru Zhao, Qirui Wang, Shuda Zhong, Nageswara Lalam, Ruishu F. Wright, Peipei Zhou, Kevin P. Chen
2024 — ed.
Proceedings of the 14th International Symposium on Highly Efficient Accelerators and Reconfigurable Technologies, HEART 2024, Porto, Portugal, June 19-21, 2024
HEART
Lana Josipovic, Peipei Zhou, Shreejith Shanker, João M. P. Cardoso, Jason Anderson, Shibata Yuichiro
2024 Misc conf
Reducing Smart Phone Environmental Footprints with In-Memory Processing.
CODES+ISSS
Zhuoping Yang, Wei Zhang, Shixin Ji, Peipei Zhou, Alex K. Jones
2024 — conf
SCARIF: Towards Carbon Modeling of Cloud Servers with Accelerators.
ISVLSI
Shixin Ji, Zhuoping Yang, Xingzhen Chen, Stephen Cahoon, Jingtong Hu, Yiyu Shi, Alex K. Jones, Peipei Zhou
2024 A conf
SSR: Spatial Sequential Hybrid Architecture for Latency Throughput Tradeoff in Transformer Acceleration.
FPGA
Jinming Zhuang, Zhuoping Yang, Shixin Ji, Heng Huang, Alex K. Jones, Jingtong Hu, Yiyu Shi, Peipei Zhou
2024 J jnl
SSR: Spatial Sequential Hybrid Architecture for Latency Throughput Tradeoff in Transformer Acceleration.
CoRR
Jinming Zhuang, Zhuoping Yang, Shixin Ji, Heng Huang, Alex K. Jones, Jingtong Hu, Yiyu Shi, Peipei Zhou
2024 J jnl
Towards Carbon Modeling of Cloud Servers with Accelerators.
CoRR
Shixin Ji, Zhuoping Yang, Stephen Cahoon, Alex K. Jones, Peipei Zhou
2024 J jnl
Towards Data-center Level Carbon Modeling and Optimization for Deep Learning Inference.
CoRR
Shixin Ji, Zhuoping Yang, Xingzhen Chen, Jingtong Hu, Yiyu Shi, Alex K. Jones, Peipei Zhou
2024 J jnl
Towards Error Correction for Computing in Racetrack Memory.
CoRR
Preston Brazzle, Benjamin F. Morris III, Evan McKinney, Peipei Zhou, Jingtong Hu, Asif Ali Khan, Alex K. Jones
2023 A conf
AIM: Accelerating Arbitrary-Precision Integer Multiplication on Heterogeneous Reconfigurable Computing Platform Versal ACAP.
ICCAD
Zhuoping Yang, Jinming Zhuang, Jiaqi Yin, Cunxi Yu, Alex K. Jones, Peipei Zhou
2023 J jnl
AIM: Accelerating Arbitrary-precision Integer Multiplication on Heterogeneous Reconfigurable Computing Platform Versal ACAP.
CoRR
Zhuoping Yang, Jinming Zhuang, Jiaqi Yin, Cunxi Yu, Alex K. Jones, Peipei Zhou
2023 J jnl
AutoMM: Energy-Efficient Multi-Data-Type Matrix Multiply Design on Heterogeneous Programmable System-on-Chip.
CoRR
Jinming Zhuang, Zhuoping Yang, Peipei Zhou
2023 A conf
CHARM: Composing Heterogeneous AcceleRators for Matrix Multiply on Versal ACAP Architecture.
FPGA
Jinming Zhuang, Jason Lau, Hanchen Ye, Zhuoping Yang, Yubo Du, Jack Lo, Kristof Denolf, Stephen Neuendorffer, Alex K. Jones, Jingtong Hu, Deming Chen, Jason Cong, Peipei Zhou
2023 J jnl
CHARM: Composing Heterogeneous Accelerators for Matrix Multiply on Versal ACAP Architecture.
CoRR
Jinming Zhuang, Jason Lau, Hanchen Ye, Zhuoping Yang, Yubo Du, Jack Lo, Kristof Denolf, Stephen Neuendorffer, Alex K. Jones, Jingtong Hu, Deming Chen, Jason Cong, Peipei Zhou
2023 — conf
Caffeine: Towards Uniformed Representation and Acceleration for Deep Convolutional Neural Networks.
ACM TUR-C
Chen Zhang, Guangyu Sun, Zhenman Fang, Peipei Zhou, Jason Cong
2023 J jnl
Challenges and Opportunities to Enable Large-Scale Computing via Heterogeneous Chiplets.
CoRR
Zhuoping Yang, Shixin Ji, Xingzhen Chen, Jinming Zhuang, Weifeng Zhang, Dharmesh Jani, Peipei Zhou
2023 J jnl
Enabling On-Device Large Language Model Personalization with Self-Supervised Data Selection and Synthesis.
CoRR
Ruiyang Qin, Jun Xia, Zhenge Jia, Meng Jiang, Ahmed Abbasi, Peipei Zhou, Jingtong Hu, Yiyu Shi
2023 A* conf
High Performance, Low Power Matrix Multiply Design on ACAP: from Architecture, Design Challenges and DSE Perspectives.
DAC
Jinming Zhuang, Zhuoping Yang, Peipei Zhou
2023 — conf
REFRESH FPGAs: Sustainable FPGA Chiplet Architectures.
IGSC
Peipei Zhou, Jinming Zhuang, Stephen Cahoon, Yue Tang, Zhuoping Yang, Xingzhen Chen, Yiyu Shi, Jingtong Hu, Alex K. Jones
2023 J jnl
REFRESH FPGAs: Sustainable FPGA Chiplet Architectures.
CoRR
Peipei Zhou, Jinming Zhuang, Stephen Cahoon, Yue Tang, Zhuoping Yang, Xingzhen Chen, Yiyu Shi, Jingtong Hu, Alex K. Jones
2023 J jnl
Sustainable AI Processing at the Edge.
IEEE Micro
Sébastien Ollivier, Sheng Li, Yue Tang, Stephen Cahoon, Ryan Caginalp, Chayanika Chaudhuri, Peipei Zhou, Xulong Tang, Jingtong Hu, Alex K. Jones
2022 J jnl
EF-Train: Enable Efficient On-device CNN Training on FPGA Through Data Reshaping for Online Adaptation or Personalization.
CoRR
Yue Tang, Xinyi Zhang, Peipei Zhou, Jingtong Hu
2022 J jnl
EF-Train: Enable Efficient On-device CNN Training on FPGA through Data Reshaping for Online Adaptation or Personalization.
ACM Trans. Design Autom. Electr. Syst.
Yue Tang, Xinyi Zhang, Peipei Zhou, Jingtong Hu
2022 J jnl
Enabling Weakly Supervised Temporal Action Localization From On-Device Learning of the Video Stream.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Yue Tang, Yawen Wu, Peipei Zhou, Jingtong Hu
2022 J jnl
Enabling Weakly-Supervised Temporal Action Localization from On-Device Learning of the Video Stream.
CoRR
Yue Tang, Yawen Wu, Peipei Zhou, Jingtong Hu
2022 J jnl
H2H: Heterogeneous Model to Heterogeneous System Mapping with Computation and Communication Awareness.
CoRR
Xinyi Zhang, Cong Hao, Peipei Zhou, Alex K. Jones, Jingtong Hu
2022 A* conf
H2H: heterogeneous model to heterogeneous system mapping with computation and communication awareness.
DAC
Xinyi Zhang, Cong Hao, Peipei Zhou, Alex K. Jones, Jingtong Hu
2022 J jnl
Sustainable AI Processing at the Edge.
CoRR
Sébastien Ollivier, Sheng Li, Yue Tang, Chayanika Chaudhuri, Peipei Zhou, Xulong Tang, Jingtong Hu, Alex K. Jones
2021 J jnl
Algorithm-hardware Co-design of Attention Mechanism on FPGA Devices.
ACM Trans. Embed. Comput. Syst.
Xinyi Zhang, Yawen Wu, Peipei Zhou, Xulong Tang, Jingtong Hu
2021 A conf
MOCHA: Multinode Cost Optimization in Heterogeneous Clouds with Accelerators.
FPGA
Peipei Zhou, Jiayi Sheng, Cody Hao Yu, Peng Wei, Jie Wang, Di Wu, Jason Cong
2020 Misc conf
Algorithm-Hardware Co-design for BQSR Acceleration in Genome Analysis ToolKit.
FCCM
Michael Lo, Zhenman Fang, Jie Wang, Peipei Zhou, Mau-Chung Frank Chang, Jason Cong
2019 J jnl
Caffeine: Toward Uniformed Representation and Acceleration for Deep Convolutional Neural Networks.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Chen Zhang, Guangyu Sun, Zhenman Fang, Peipei Zhou, Peichen Pan, Jason Cong
2019 — —
Modeling and Optimization for Customized Computing: Performance, Energy and Cost Perspective.
Peipei Zhou
2018 A conf
An Optimal Microarchitecture for Stencil Computation with Data Reuse and Fine-Grained Parallelism: (Abstract Only).
FPGA
Yuze Chi, Peipei Zhou, Jason Cong
2018 J jnl
Best-Effort FPGA Programming: A Few Steps Can Go a Long Way.
CoRR
Jason Cong, Zhenman Fang, Yuchen Hao, Peng Wei, Cody Hao Yu, Chen Zhang, Peipei Zhou
2018 B conf
Doppio: I/O-Aware Performance Analysis, Modeling and Optimization for In-memory Computing Framework.
ISPASS
Peipei Zhou, Zhenyuan Ruan, Zhenman Fang, Megan Shand, David Roazen, Jason Cong
2018 Misc conf
Latte: Locality Aware Transformation for High-Level Synthesis.
FCCM
Jason Cong, Peng Wei, Cody Hao Yu, Peipei Zhou
2018 A conf
SODA: stencil with optimized dataflow architecture.
ICCAD
Yuze Chi, Jason Cong, Peng Wei, Peipei Zhou
2018 Misc conf
ST-Accel: A High-Level Programming Platform for Streaming Applications on FPGA.
FCCM
Zhenyuan Ruan, Tong He, Bojie Li, Peipei Zhou, Jason Cong
2017 A* conf
Bandwidth Optimization Through On-Chip Memory Restructuring for HLS.
DAC
Jason Cong, Peng Wei, Cody Hao Yu, Peipei Zhou
2016 A conf
ARAPrototyper: Enabling Rapid Prototyping and Evaluation for Accelerator-Rich Architecture (Abstact Only).
FPGA
Yu-Ting Chen, Jason Cong, Zhenman Fang, Peipei Zhou
2016 J jnl
ARAPrototyper: Enabling Rapid Prototyping and Evaluation for Accelerator-Rich Architectures.
CoRR
Yu-Ting Chen, Jason Cong, Zhenman Fang, Bingjun Xiao, Peipei Zhou
2016 A conf
Caffeine: towards uniformed representation and acceleration for deep convolutional neural networks.
ICCAD
Chen Zhang, Zhenman Fang, Peipei Zhou, Peichen Pan, Jason Cong
2016 Misc conf
Energy Efficiency of Full Pipelining: A Case Study for Matrix Multiplication.
FCCM
Peipei Zhou, Hyunseok Park, Zhenman Fang, Jason Cong, André DeHon
2014 Misc conf
A Fully Pipelined and Dynamically Composable Architecture of CGRA.
FCCM
Jason Cong, Hui Huang, Chiyuan Ma, Bingjun Xiao, Peipei Zhou