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个人简介

招生专业 080902-电路与系统 081202-计算机软件与理论 招生方向 深度学习算法加速,可重构电路 教育背景 2012-10--2016-11 英国帝国理工学院 博士 2008-10--2012-08 英国帝国理工学院 本科+硕士 工作简历 2017-08~现在, 中国科学院深圳先进技术研究院, 助理研究员 科研项目 ( 1 ) 基于FPGA的深度学习算法自动优化与编译, 主持, 国家级, 2019-01--2021-12 ( 2 ) 深度神经网络的软硬件协同加速, 主持, 省级, 2020-03--2022-12 参与会议 (1)Focused Quantization for Sparse CNNs 2020-12-06 (2)Automatic Generation of Multi-precision Multi-arithmetic CNN Accelerators for FPGAs 2019-12-09 (3)Dynamic Channel Pruning: Feature Boosting and Suppression 2019-05-06 (4)Mayo: A Framework for Auto-generating Hardware Friendly Deep Neural Networks 2018-06-10 (5)Automatically Optimizing the Latency, Area, and Accuracy of C Programs for High-Level Synthesis 2016-02-21 (6)Numerical Program Optimization for High-Level Synthesis Xitong Gao, George A. Constantinides 2015-02-22 (7)SOAP: Structural Optimization of Arithmetic Expressions for High-Level Synthesis Xitong Gao, Samuel Bayliss, George A. Constantinides 2013-12-09

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

(1) Pay Attention to Features, Transfer Learn Faster CNNs, International Conference on Learning Representations, 2020-05, 第 1 作者 (2) Focused Quantization for Sparse CNNs, Neural Information Processing Systems, 2019-12, 第 1 作者 (3) Automatic Generation of Multi-precision Multi-arithmetic CNN Accelerators for FPGAs, International Conference on Field-Programmable Technology, 2019-12, 第 1 作者 (4) Dynamic Channel Pruning: Feature Boosting and Suppression, International Conference on Learning Representations, 2019, 第 1 作者 (5) Mayo: A Framework for Auto-generating Hardware Friendly Deep Neural Networks, Proceedings of 2nd International Workshop on Embedded and Mobile Deep Learning, 2018, 第 1 作者 (6) Automatically Optimizing the Latency, Area, and Accuracy of C Programs for High-Level Synthesis, ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2016, 第 1 作者 (7) Numerical program optimization for high-level synthesis, ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2015, 第 1 作者 (8) SOAP: Structural Optimization of Arithmetic Expressions for High-Level Synthesis, International Conference on Field-Programmable Technology, 2013, 第 1 作者

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