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