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"14th International Symposium on Highly Efficient Accelerators and Reconfigurable Technologies (HEART'24))." [], 2024.
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Yang, Zhuoping, Ji, Shixin, Chen, Xingzhen, Zhuang, Jinming, Zhang, Weifeng, Jani, Dharmesh, Zhou, Peipei.
"Challenges and Opportunities to Enable Large-Scale Computing via Heterogeneous Chiplets." 2024 29th Asia and South Pacific Design Automation Conference (ASP-DAC), 2024.
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Zhuang, Jinming, Lau, Jason, Ye, Hanchen, Yang, Zhuoping, Ji, Shixin, Lo, Jack, Denolf, Kristof, Neuendorffer, Stephen, Jones, Alex, Hu, Jingtong, Shi, Yiyu, Chen, Deming, Cong, Jason, Zhou, Peipei.
"CHARM 2.0: Composing Heterogeneous Accelerators for Deep Learning on Versal ACAP Architecture." ACM Transactions on Reconfigurable Technology and Systems, 2024.
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Tang, Yue, Song, Yukai, Elango, Naveena, Priya, Sheena Ratnam, Jones, Alex K., Xiong, Jinjun, Zhou, Peipei, Hu, Jingtong.
"CHEF: A Framework for Deploying Heterogeneous Models on Clusters With Heterogeneous FPGAs." IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 43, no. 11, 2024, pp. 3937-3948.
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Qin, Ruiyang, Xia, Jun, Jia, Zhenge, Jiang, Meng, Abbasi, Ahmed, Zhou, Peipei, Hu, Jingtong, Shi, Yiyu.
"Enabling On-Device Large Language Model Personalization with Self-Supervised Data Selection and Synthesis." Proceedings of the 61st ACM/IEEE Design Automation Conference, 2024, pp. 1-6.
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Dong, Peiyan, Zhuang, Jinming, Yang, Zhuoping, Ji, Shixin, Li, Yanyu, Xu, Dongkuan, Huang, Heng, Hu, Jingtong, Jones, Alex K., Shi, Yiyu, Wang, Yanzhi, Zhou, Peipei.
"EQ-ViT: Algorithm-Hardware Co-Design for End-to-End Acceleration of Real-Time Vision Transformer Inference on Versal ACAP Architecture." IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 43, no. 11, 2024, pp. 3949-3960.
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Li, Yuqi, Zhao, Kehao, Zhao, Jieru, Wang, Qirui, Zhong, Shuda, Lalam, Nageswara, Wright, Ruishu, Zhou, Peipei, Chen, Kevin P.
"FiberFlex: Real-time FPGA-based Intelligent & Distributed Fiber Sensor System for Pedestrian Recognition." ACM Transactions on Reconfigurable Technology and Systems, 2024.
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Yang, Zhuoping, Zhang, Wei, Ji, Shixin, Zhou, Peipei, Jones, Alex K.
"Reducing Smart Phone Environmental Footprints with In-Memory Processing." 2024 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS), 2024, pp. 49-52.
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Ji, Shixin, Yang, Zhuoping, Chen, Xingzhen, Cahoon, Stephen, Hu, Jingtong, Shi, Yiyu, Jones, Alex K., Zhou, Peipei.
"SCARIF: Towards Carbon Modeling of Cloud Servers with Accelerators." 2024 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2024, pp. 496-501.
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Zhuang, Jinming, Yang, Zhuoping, Ji, Shixin, Huang, Heng, Jones, Alex K., Hu, Jingtong, Shi, Yiyu, Zhou, Peipei.
"SSR: Spatial Sequential Hybrid Architecture for Latency Throughput Tradeoff in Transformer Acceleration." Proceedings of the 2024 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2024.
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Yang, Zhuoping, Zhuang, Jinming, Yin, Jiaqi, Yu, Cunxi, Jones, Alex K., Zhou, Peipei.
"AIM: Accelerating Arbitrary-Precision Integer Multiplication on Heterogeneous Reconfigurable Computing Platform Versal ACAP." 2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD), 2023.
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Zhuang, Jinming, Lau, Jason, Ye, Hanchen, Yang, Zhuoping, Du, Yubo, Lo, Jack, Denolf, Kristof, Neuendorffer, Stephen, Jones, Alex, Hu, Jingtong, Chen, Deming, Cong, Jason, Zhou, Peipei.
"CHARM:
C
omposing
H
eterogeneous
A
ccele
R
ators for
M
atrix Multiply on Versal ACAP Architecture." Proceedings of the 2023 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2023.
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Wu, Yawen, Tang, Yue, Zeng, Dewen, Zhang, Xinyi, Zhou, Peipei, Shi, Yiyu, Hu, Jingtong.
"Efficient Hardware and Software Design for On-device Learning." Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing, 2023, pp. 371-404.
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Zhuang, Jinming, Yang, Zhuoping, Zhou, Peipei.
"High Performance, Low Power Matrix Multiply Design on ACAP: from Architecture, Design Challenges and DSE Perspectives." 2023 60th ACM/IEEE Design Automation Conference (DAC), 2023.
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Zhou, Peipei, Zhuang, Jinming, Cahoon, Stephen, Tang, Yue, Yang, Zhuoping, Chen, Xingzhen, Shi, Yiyu, Hu, Jingtong, Jones, Alex K.
"REFRESH FPGAs: Sustainable FPGA Chiplet Architectures." Proceedings of the 14th International Green and Sustainable Computing Conference, 2023.
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Ollivier, Sebastien, Li, Sheng, Tang, Yue, Cahoon, Stephen, Caginalp, Ryan, Chaudhuri, Chayanika, Zhou, Peipei, Tang, Xulong, Hu, Jingtong, Jones, Alex K.
"Sustainable AI Processing at the Edge." IEEE Micro, vol. 43, no. 1, 2023, pp. 19-28.
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Tang, Yue, Zhang, Xinyi, Zhou, Peipei, Hu, Jingtong.
"EF-Train: Enable Efficient On-device CNN Training on FPGA through Data Reshaping for Online Adaptation or Personalization." ACM Transactions on Design Automation of Electronic Systems, vol. 27, no. 5, 2022, pp. 1-36.
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Tang, Yue, Wu, Yawen, Zhou, Peipei, Hu, Jingtong.
"Enabling Weakly Supervised Temporal Action Localization From On-Device Learning of the Video Stream." IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 41, no. 11, 2022, pp. 3910-3921.
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Zhang, Xinyi, Hao, Cong, Zhou, Peipei, Jones, Alex, Hu, Jingtong.
"H2H." Proceedings of the 59th ACM/IEEE Design Automation Conference, 2022.
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Zhang, Xinyi, Wu, Yawen, Zhou, Peipei, Tang, Xulong, Hu, Jingtong.
"Algorithm-hardware Co-design of Attention Mechanism on FPGA Devices." ACM Transactions on Embedded Computing Systems, vol. 20, no. 5s, 2021, pp. 1-24.
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Zhou, Peipei, Sheng, Jiayi, Yu, Cody Hao, Wei, Peng, Wang, Jie, Wu, Di, Cong, Jason.
"MOCHA." The 2021 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2021.
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Lo, Michael, Fang, Zhenman, Wang, Jie, Zhou, Peipei, Chang, Mau-Chung Frank, Cong, Jason.
"Algorithm-Hardware Co-design for BQSR Acceleration in Genome Analysis ToolKit." 2020 IEEE 28th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM), 2020.
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Zhang, Chen, Sun, Guangyu, Fang, Zhenman, Zhou, Peipei, Pan, Peichen, Cong, Jason.
"Caffeine: Toward Uniformed Representation and Acceleration for Deep Convolutional Neural Networks." IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 38, no. 11, 2019, pp. 2072-2085.
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Chi, Yuze, Zhou, Peipei, Cong, Jason.
"An Optimal Microarchitecture for Stencil Computation with Data Reuse and Fine-Grained Parallelism." Proceedings of the 2018 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2018.
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Zhou, Peipei, Ruan, Zhenyuan, Fang, Zhenman, Shand, Megan, Roazen, David, Cong, Jason.
"Doppio: I/O-Aware Performance Analysis, Modeling and Optimization for In-memory Computing Framework." 2018 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS), 2018.
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Chi, Yuze, Cong, Jason, Wei, Peng, Zhou, Peipei.
"SODA." Proceedings of the International Conference on Computer-Aided Design, 2018.
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Ruan, Zhenyuan, He, Tong, Li, Bojie, Zhou, Peipei, Cong, Jason.
"ST-Accel: A High-Level Programming Platform for Streaming Applications on FPGA." 2018 IEEE 26th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM), 2018.
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Cong, Jason, Wei, Peng, Yu, Cody Hao, Zhou, Peipei.
"Bandwidth Optimization Through On-Chip Memory Restructuring for HLS." Proceedings of the 54th Annual Design Automation Conference 2017, 2017.
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Chen, Yu-Ting, Cong, Jason, Fang, Zhenman, Zhou, Peipei.
"ARAPrototyper." Proceedings of the 2016 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2016.
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Zhang, Chen, Fang, Zhenman, Zhou, Peipei, Pan, Peichen, Cong, Jason.
"Caffeine." Proceedings of the 35th International Conference on Computer-Aided Design, 2016.
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Zhou, Peipei, Park, Hyunseok, Fang, Zhenman, Cong, Jason, DeHon, Andre.
"Energy Efficiency of Full Pipelining: A Case Study for Matrix Multiplication." 2016 IEEE 24th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM), 2016.
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Cong, Jason, Huang, Hui, Ma, Chiyuan, Xiao, Bingjun, Zhou, Peipei.
"A Fully Pipelined and Dynamically Composable Architecture of CGRA." 2014 IEEE 22nd Annual International Symposium on Field-Programmable Custom Computing Machines, 2014.
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