Peipei Zhou
Peipei Zhou
Assistant Professor, University of Pittsburgh; PhD'19 CS UCLA
Verified email at - Homepage
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Caffeine: Towards Uniformed Representation and Acceleration for Deep Convolutional Neural Networks
JC Chen Zhang, Zhenman Fang , Peipei Zhou , Peichen Pan
(Donald O. Pederson Best Paper Award) International Conference on Computer …, 2016
A fully pipelined and dynamically composable architecture of CGRA
J Cong, H Huang, C Ma, B Xiao, P Zhou
2014 IEEE 22nd Annual International Symposium on Field-Programmable Custom …, 2014
SODA: stencil with optimized dataflow architecture
Y Chi, J Cong, P Wei, P Zhou
(Best Paper Nominee) 2018 IEEE/ACM International Conference on Computer …, 2018
Bandwidth optimization through on-chip memory restructuring for HLS
J Cong, P Wei, CH Yu, P Zhou
Proceedings of the 54th Annual Design Automation Conference 2017, 1-6, 2017
Best-effort FPGA programming: A few steps can go a long way
J Cong, Z Fang, Y Hao, P Wei, CH Yu, C Zhang, P Zhou
arXiv preprint arXiv:1807.01340, 2018
ST-Accel: A high-level programming platform for streaming applications on FPGA
Z Ruan, T He, B Li, P Zhou, J Cong
2018 IEEE 26th Annual International Symposium on Field-Programmable Custom …, 2018
Doppio: I/O-Aware Performance Analysis, Modeling and Optimization for In-Memory Computing Framework
P Zhou, Z Ruan, Z Fang, M Shand, D Roazen, J Cong
(Best Paper Nominee) International Symposium on Performance Analysis of …, 2018
Algorithm-hardware co-design of attention mechanism on fpga devices
X Zhang, Y Wu, P Zhou, X Tang, J Hu
ACM Transactions on Embedded Computing Systems (TECS) 20 (5s), 1-24, 2021
Latte: Locality aware transformation for high-level synthesis
J Cong, P Wei, CH Yu, P Zhou
2018 IEEE 26th Annual International Symposium on Field-Programmable Custom …, 2018
CS-BWAMEM: A fast and scalable read aligner at the cloud scale for whole genome sequencing
PZ Yu-Ting Chen, Jason Cong, Sen Li, Myron Peto, Paul Spellman, Peng Wei
High Throughput Sequencing Algorithms and Applications (HiTSeq), Poster Session, 2015
CHARM: Composing Heterogeneous AcceleRators for Matrix Multiply on Versal ACAP Architecture
J Zhuang, J Lau, H Ye, Z Yang, Y Du, J Lo, K Denolf, S Neuendorffer, ..., …, 2023
EF-Train: Enable Efficient On-device CNN Training on FPGA Through Data Reshaping for Online Adaptation or Personalization
Y Tang, X Zhang, P Zhou, J Hu
ACM Transactions on Design Automation of Embedded Systems (TODAES) Special …, 2022
Mocha: Multinode cost optimization in heterogeneous clouds with accelerators
P Zhou, J Sheng, CH Yu, P Wei, J Wang, D Wu, J Cong
The 2021 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays …, 2021
Energy Efficiency of Full Pipelining: A Case Study for Matrix Multiplication
P Zhou, H Park, Z Fang, J Cong, A DeHon
2016 IEEE 24th Annual International Symposium on Field-Programmable Custom …, 2016
H2H: Heterogeneous model to heterogeneous system mapping with computation and communication awareness
X Zhang, C Hao, P Zhou, A Jones, J Hu
Proceedings of the 59th ACM/IEEE Design Automation Conference, 601-606, 2022
Algorithm-hardware co-design for bqsr acceleration in genome analysis toolkit
M Lo, Z Fang, J Wang, P Zhou, MCF Chang, J Cong
2020 IEEE 28th Annual International Symposium on Field-Programmable Custom …, 2020
ARAPrototyper: Enabling rapid prototyping and evaluation for accelerator-rich architectures
YT Chen, J Cong, Z Fang, B Xiao, P Zhou
arXiv preprint arXiv:1610.09761, 2016
High Performance, Low Power Matrix Multiply Design on ACAP: from Architecture, Design Challenges and DSE Perspectives
J Zhuang, Z Yang, P Zhou
60th Annual Design Automation Conference 2023 (DAC'23), 2023
Sustainable AI Processing at the Edge
S Ollivier, S Li, Y Tang, S Cahoon, R Caginalp, C Chaudhuri, P Zhou, ...
IEEE Micro 43 (1), 19-28, 2022
Enabling Weakly-Supervised Temporal Action Localization from On-Device Learning of the Video Stream
Y Tang, Y Wu, P Zhou, J Hu
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022
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