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路航  副研究員  

研究方向:

所屬部門:處理器芯片重點實驗室

導(dǎo)師類別:碩導(dǎo)計算機系統(tǒng)結(jié)構(gòu)

聯(lián)系方式:luhang@ict.ac.cn

個人網(wǎng)頁:https://luhang-hpu.github.io/

簡       歷:

工作經(jīng)歷

2019/09 - 至今:中國科學(xué)院計算技術(shù)研究所,計算機體系結(jié)構(gòu)國家重點實驗室,副研究員,碩士生導(dǎo)師,中科院青促會成員,計算所新百星

2015/07 - 2019/09:中國科學(xué)院計算技術(shù)研究所,計算機體系結(jié)構(gòu)國家重點實驗室,助理研究員

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教育經(jīng)歷

2011/09 - 2015/06:中國科學(xué)院計算技術(shù)研究所,計算機體系結(jié)構(gòu)國家重點實驗室,博士,導(dǎo)師:李曉維

2008/09 - 2011/03:北京航空航天大學(xué),電子信息工程,碩士

2004/09 - 2008/06:北京航空航天大學(xué),電子信息工程,學(xué)士

主要論著:

代表性論文

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“General Purpose Deep Learning Accelerator Based On Bit Interleaving",Liang Chang, Hang Lu (路航), Chenglong Li, Xin Zhao, Zhicheng Hu, Jun Zhou, Xiaowei Li,IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD, CCF A類), Early Access.

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“Mortar-FP8: Morphing the Existing FP32 Infrastructure for High Performance Deep Learning Acceleration”,Hongyan Li, Hang Lu* (路航), Xiaowei Li,IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD, CCF A類), Early Access.

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“Poseidon-NDP: Practical Fully Homomorphic Encryption Accelerator Based on Near Data Processing Architecture”,Yinghao Yang, Hang Lu* (路航), Xiaowei Li,IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD, CCF A類), 2023.

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“Poseidon: Practical Homomorphic Encryption Accelerator”,Yinghao Yang, Huaizhi Zhang, Shengyu Fan, Hang Lu* (路航), Mingzhe Zhang, Xiaowei Li,IEEE 29th International Symposium on High-Performance Computer Architecture (HPCA, CCF A類), 2023.

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“BitXpro: Regularity-aware Hardware Runtime Pruning for Deep Neural Networks”,Hongyan Li, Hang Lu* (路航),?Haoxuan Wang, Shengji Deng, Xiaowei Li,IEEE Transactions on Very Large Scale Integration Systems (TVLSI, CCF B類),2023.

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”Mortar: Morphing the Bit Level Sparsity for General Purpose Deep Learning Acceleration“,Yunhung Gao, Hongyan Li, Kevin Zhang, Xueru Yu, Hang Lu* (路航),ACM 28th Asia and South Pacific Design Automation Conference (ASPDAC, CCF C類), 2023.


“Distilling Bit-level Sparsity Parallelism for General Purpose Deep Learning Acceleration”, Hang Lu (路航), Liang Chang, Chenglong Li, Zixuan Zhu, Shengjian Lu, Yanhuan Liu, Mingzhe Zhang, IEEE/ACM 54th International Symposium on Microarchitecture (MICRO, CCF A類),2021.

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"Streamline Ring ORAM Accesses through Spatial and Temporal Optimization”, Dingyuan Cao, Mingzhe Zhang, Hang Lu (路航), Xiaochun Ye, Dongrui Fan, Yuezhi Che, Rujia Wang, IEEE 27th International Symposium on High-Performance Computer Architecture (HPCA, CCF A), 2021.

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“BitX: Empower Versatile Inference for Hardware Runtime Pruning”, Hongyan Li, Hang Lu* (路航), Jiawen Huang, Wenxu Wang, Mingzhe Zhang, Wei Chen, Liang Chang, Xiaowei Li, IEEE/ACM 50th International Conference on Parallel Processing (ICPP, CCF B),2021.

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“Chaotic Weights: A Novel Approach to Protect Intellectual Property of Deep Neural Networks”, Ning Lin, Xiaoming Chen, Hang Lu (路航), Xiaowei Li, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD, CCF A), 2021.

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“Architecting Effectual Computation for Machine Learning Accelerators”, Hang Lu* (路航), Mingzhe Zhang, Yinhe Han, Qi Wang, Huawei Li, Xiaowei Li, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD, CCF A), 2020.

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“ShuttleNoC: Power-Adaptable Communication Infrastructure for Many-core Processors”, Hang Lu* (路航), Yisong Chang, Ning Lin, Xin Wei, Guihai Yan, Xiaowei Li, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD, CCF A), 2019.

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“HeadStart: Enforce Optimal Inceptions in Pruning Deep Convolutional Neural Networks for Efficient Inference on GPGPUs”, Ning Lin, Hang Lu* (路航), Xin Wei, Xiaowei Li, IEEE/ACM 56th International Design Automation Conference (DAC, CCF A), 2019.

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“When Deep Learning Meets the Edge: Auto-Masking Deep Neural Networks for Efficient Machine Learning on Edge Devices”, Ning Lin, Hang Lu* (路航), Xing Hu, Jingliang Gao, Xiaowei Li, IEEE 37th International Conference on Computer Design (ICCD, CCF B), 2019.

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“VNet: A Versatile Deep Neural Network Model for Efficient Semantic Segmentation”, Ning Lin, Hang Lu* (路航), Xiaowei Li, IEEE 37th International Conference on Computer Design (ICCD, CCF B), 2019.

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“Tetris: Re-architecting Convolutional Neural Network Computation for Machine Learning Accelerators”, Hang Lu* (路航), Xin Wei, Ning Lin, Guihai Yan, Xiaowei Li, IEEE/ACM 37th International Conference on Computer-Aided Design (ICCAD, CCF B), 2018.

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“Redeeming Chip-level Power Efficiency by Collaborative Management of the Computation and Communication”, Ning Lin, Hang Lu* (路航), Xin Wei, Xiaowei Li, ACM 24th Asia and South Pacific Design Automation Conference (ASPDAC, CCF C), 2018.

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“PowerTrader: Enforcing Autonomous Power Management for Large-scale Many-core Processors”, Hang Lu* (路航), Guihai Yan, Yinhe Han, Xiaowei Li, IEEE Transactions on Multi-scale Computing Systems (TMSCS), 2017.

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“RISO: Enforce Non-interfered Performance with Relaxed Network-on-Chip Isolation in Manycore Cloud Processors”, Hang Lu* (路航), Binzhang Fu, Ying Wang, Yinhe Han, Guihai Yan, Xiaowei Li, IEEE Transactions on Very Large Scale Integration Systems (TVLSI, CCF B), 2015.

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“ShuttleNoC: Boosting On-chip Communication Efficiency Through Localized Power Adaptation”, Hang Lu* (路航), Guihai Yan, Yinhe Han, Ying Wang, Xiaowei Li, IEEE 20th Asia and South Pacific Design Automation Conference (ASPDAC, CCF C類,最佳論文獎提名), 2015.

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“RISO: Relaxed Networks-on-Chip Isolation for Cloud Processors”, Hang Lu* (路航), Guihai Yan, Yinhe Han, Binzhang Fu, Xiaowei Li, IEEE/ACM 50th International Design Automation Conference (DAC, CCF A), 2013.

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發(fā)明專利


Allocating threads on a non-rectangular area on a NoC based on predicted traffic of a smallest rectangular area,國際發(fā)明專利,授權(quán)國家:美國US9965335B2

路航,付斌章,韓銀和,李曉維

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Task allocation method, task allocation apparatus, and network-on-chip,國際發(fā)明專利,授權(quán)國家:日本JP6094005B2,韓國KR101729596B1,中國CN104156267B

路航,付斌章,韓銀和,李曉維

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一種權(quán)重捏合的卷積神經(jīng)網(wǎng)絡(luò)計算方法與系統(tǒng),中國,201811214323.5

李曉維,魏鑫,路航

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一種卷積神經(jīng)網(wǎng)絡(luò)加速器的拆分累加器,中國,201811214639.4

李曉維,魏鑫,路航

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權(quán)重捏合神經(jīng)網(wǎng)絡(luò)加速器架構(gòu)設(shè)計,中國,201811214310.8

李曉維,魏鑫,路航

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專著和譯著


《多核處理器設(shè)計優(yōu)化——低功耗、高可靠、易測試》,科學(xué)出版社,2021.

李曉維、路航、李華偉、王穎、鄢貴海

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Customizable Computing,可定制計算》,機械工業(yè)出版社,2018.

鄢貴海、葉靖、王穎、路航、盧文巖、李家軍、吳靖雅 譯,Yu-Ting Chen, Jason Cong, Michael Gill, Glenn Reinman, Bingjun Xiao


科研項目:

獲獎及榮譽:

[1] 2023,中國電子學(xué)會科學(xué)技術(shù)獎——科技進(jìn)步獎,二等獎

[2] 2023,北京市科學(xué)技術(shù)獎——科技進(jìn)步獎,二等獎

[3] 2022,北京大數(shù)據(jù)技能大賽——隱私計算賽道“季軍”

[4] 2022,隱私計算年度先鋒人物Top10、隱私計算年度優(yōu)秀方案Top10

[5] 2023,CCF-螞蟻科研基金獲獎?wù)?/p>

[6] 2023,CCF-飛騰基金獲獎?wù)?/p>

[7] 2022,CCF-華為胡楊林基金獲獎?wù)?/p>

[8] 2022,中科院計算所優(yōu)秀員工

[9] 2021,中國科學(xué)院青年創(chuàng)新促進(jìn)會會員

[10] 2019,中科院計算所“新百星計劃

[11]?2018,中科院計算所優(yōu)秀員工、計算機體系結(jié)構(gòu)國家重點實驗室優(yōu)秀員工

[12]?2015,亞洲太平洋地區(qū)設(shè)計自動化會議“最佳論文獎”提名(第一作者)

[13]?2015,中國科學(xué)院“朱李月華優(yōu)秀博士生獎”(全國政協(xié)委員、香港女性首富朱李月華女士親切設(shè)宴接見的7名優(yōu)秀博士生代表之一)

[14]?2015,博士生國家獎學(xué)金提名

[15]?2015,中國科學(xué)院計算技術(shù)研究所“所長特別獎”

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