胡杨 - 清华大学 - 集成电路学院

个人简介

胡杨，清华大学集成电路学院副教授，博士生导师。从事大尺寸高算力人工智能芯片体系架构及编译工具链相关方向的研究，担任科技创新2030“新一代人工智能”重大项目项目负责人，获2020年NSF CAREER Award。2007年毕业于天津大学电子信息工程系，获学士学位；2011年毕业于清华大学微电子所，获硕士学位；2017年毕业于美国佛罗里达大学电子与计算机工程系，获博士学位。2017至2021年任美国德克萨斯大学达拉斯分校（The University of Texas at Dallas）电子与计算机工程系助理教授(Tenure-track Assistant Professor)。在计算机体系结构及IC领域国际会议及期刊ISSCC、JSSC、ISCA、HPCA、ASPLOS、MICRO、DAC发表一作及通信作者文章10余篇，总共发表学术论文50余篇。学术成果两次获得计算机体系结构国际顶级会议HPCA的最佳论文提名（2017, 2018），以及2015年Computer Architecture Letter期刊年度最佳论文奖。担任Elsevier Chip期刊编委，设计自动化顶级会议DAC的技术委员会主席（TPC track chair），20多个国际顶级学术会议（HPCA, DAC, IWQoS, ISPASS, ICPP, ICDCS, IPDPS等）的技术评审委员（TPC）；担任美国NSF以及香港Research Grant Council的基金评审人。担任HPCA 2022 session chair及ICS 2018 registration chair。

研究领域

从事大尺寸高算力人工智能芯片体系架构及编译工具链相关方向的研究

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）

Xiaofeng Chen, Ruiqi Guo, Zhiheng Yue, Yang Hu, Leibo Liu, Shaojun Wei, Shouyi Yin: A Systolic Computing-in-Memory Array based Accelerator with Predictive Early Activation for Spatiotemporal Convolutions. AICAS 2023: 1-5" Yubin Qin, Yang Wang, Dazheng Deng, Zhiren Zhao, Xiaolong Yang, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin: FACT: FFN-Attention Co-optimized Transformer Architecture with Eager Correlation Prediction. ISCA 2023: 22:1-22:14" Zhiheng Yue, Yang Wang, Huizheng Wang, Yabing Wang, Ruiqi Guo, Limei Tang, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin: CV-CIM: A 28nm XOR-Derived Similarity-Aware Computation-in-Memory for Cost-Volume Construction. ISSCC 2023: 138-139" Fengbin Tu, Zihan Wu, Yiqi Wang, Weiwei Wu, Leibo Liu, Yang Hu, Shaojun Wei, Shouyi Yin: MuITCIM: A 28nm $2.24 \mu\mathrm{J}$/Token Attention-Token-Bit Hybrid Sparse Digital CIM-Based Accelerator for Multimodal Transformers. ISSCC 2023: 248-249" Fengbin Tu, Yiqi Wang, Zihan Wu, Weiwei Wu, Leibo Liu, Yang Hu, Shaojun Wei, Shouyi Yin: TensorCIM: A 28nm 3.7nJ/Gather and 8.3TFLOPS/W FP32 Digital-CIM Tensor Processor for MCM-CIM-Based Beyond-NN Acceleration. ISSCC 2023: 254-255" Yang Wang, Yubin Qin, Dazheng Deng, Xiaolong Yang, Zhiren Zhao, Ruiqi Guo, Zhiheng Yue, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin: A 28nm 77.35TOPS/W Similar Vectors Traceable Transformer Processor with Principal-Component-Prior Speculating and Dynamic Bit-wise Stationary Computing. VLSI Technology and Circuits 2023: 1-2" Shitong Shao, Xu Dai, Shouyi Yin, Lujun Li, Huanran Chen, Yang Hu: Catch-Up Distillation: You Only Need to Train Once for Accelerating Sampling. CoRR abs/2305.10769 (2023)" Yuqiong Qi, Yang Hu, Haibin Wu, Shen Li, Xiaochun Ye, Dongrui Fan: A synergistic reinforcement learning-based framework design in driving automation. Comput. Electr. Eng. 101: 107989 (2022)" Xiaoming Zeng, Zhendong Wang, Yang Hu: Enabling efficient deep convolutional neural network-based sensor fusion for autonomous driving. DAC 2022: 283-288" Shaoshan Liu, Jianda Wang, Zhendong Wang, Bo Yu, Wei Hu, Yahui Liu, Jie Tang, Shuaiwen Leon Song, Cong Liu, Yang Hu: Brief Industry Paper: The Necessity of Adaptive Data Fusion in Infrastructure-Augmented Autonomous Driving System. RTAS 2022: 293-296" Xiaoming Zeng, Zhendong Wang, Yang Hu: Enabling Efficient Deep Convolutional Neural Network-based Sensor Fusion for Autonomous Driving. CoRR abs/2202.11231 (2022)" Zhendong Wang, Yang Hu: Towards a High-performance and Secure Memory System and Architecture for Emerging Applications. CoRR abs/2205.04002 (2022)" Shaoshan Liu, Jianda Wang, Zhendong Wang, Bo Yu, Wei Hu, Yahui Liu, Jie Tang, Shuaiwen Leon Song, Cong Liu, Yang Hu: Brief Industry Paper: The Necessity of Adaptive Data Fusion in Infrastructure-Augmented Autonomous Driving System. CoRR abs/2207.00737 (2022)" Zhendong Wang, Xiaoming Zeng, Xulong Tang, Danfeng Zhang, Xing Hu, Yang Hu: Demystifying Arch-hints for Model Extraction: An Attack in Unified Memory System. CoRR abs/2208.13720 (2022)" Zhendong Wang, Xiaoming Zeng, Shuaiwen Leon Song, Yang Hu: Towards Efficient Architecture and Algorithms for Sensor Fusion. CoRR abs/2209.06272 (2022)" Chenhao Xie, Xie Li, Yang Hu, Huwan Peng, Michael B. Taylor, Shuaiwen Leon Song: Q-VR: system-level design for future mobile collaborative virtual reality. ASPLOS 2021: 587-599" Zhendong Wang, Rujia Wang, Zihang Jiang, Xulong Tang, Shouyi Yin, Yang Hu: Towards a Secure Integrated Heterogeneous Platform via Cooperative CPU/GPU Encryption. ATS 2021: 115-120" Zhen Wang, Jianda Wang, Zhendong Wang, Yang Hu: Characterization and Implication of Edge WebAssembly Runtimes. HPCC/DSS/SmartCity/DependSys 2021: 71-80" Jianda Wang, Yang Hu: Enabling Efficient SIMD Acceleration for Virtual Radio Access Network. ICPP 2021: 63:1-63:10" Chenhao Xie, Xie Li, Yang Hu, Huwan Peng, Michael B. Taylor, Shuaiwen Leon Song: Q-VR: System-Level Design for Future Mobile Collaborative Virtual Reality. CoRR abs/2102.13191 (2021)" Yuqiong Qi, Yang Hu, Haibin Wu, Shen Li, Haiyu Mao, Xiaochun Ye, Dongrui Fan, Ninghui Sun: Tackling Variabilities in Autonomous Driving. CoRR abs/2104.10415 (2021)" Liwei Zhou, Yang Hu, Yiorgos Makris: A Hardware-Based Architecture-Neutral Framework for Real-Time IoT Workload Forensics. IEEE Trans. Computers 69(11): 1668-1680 (2020)" Zhendong Wang, Zihang Jiang, Zhen Wang, Xulong Tang, Cong Liu, Shouyi Yin, Yang Hu: Enabling Latency-Aware Data Initialization for Integrated CPU/GPU Heterogeneous Platform. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 39(11): 3433-3444 (2020)" Zhendong Wang, Zhen Wang, Cong Liu, Yang Hu: Understanding and Tackling the Hidden Memory Latency for Edge-based Heterogeneous Platform. HotEdge 2020" Jianda Wang, Yang Hu: Performance Analysis of 5G NR vRAN Platform and its Implications on Edge Computing. ISPASS 2020: 215-217" Soroush Bateni, Zhendong Wang, Yuankun Zhu, Yang Hu, Cong Liu: Co-Optimizing Performance and Memory Footprint Via Integrated CPU/GPU Memory Management, an Implementation on Autonomous Driving Platform. RTAS 2020: 310-323" Xiaofeng Hou, Chao Li, Jiacheng Liu, Lu Zhang, Yang Hu, Minyi Guo: ANT-man: towards agile power management in the microservice era. SC 2020: 78" Soroush Bateni, Zhendong Wang, Yuankun Zhu, Yang Hu, Cong Liu: Co-Optimizing Performance and Memory FootprintVia Integrated CPU/GPU Memory Management, anImplementation on Autonomous Driving Platform. CoRR abs/2003.07945 (2020)" Guy Maor, Xiaoming Zeng, Zhendong Wang, Yang Hu: An FPGA Implementation of Stochastic Computing-Based LSTM. ICCD 2019: 38-46" Yang Hu, Jianda Wang: Architectural and Cost Implications of the 5G Edge NFV Systems. ICCD 2019: 594-603" Lu Zhang, Chao Li, Pengyu Wang, Yunxin Liu, Yang Hu, Quan Chen, Minyi Guo: Characterizing and orchestrating NFV-ready servers for efficient edge data processing. IWQoS 2019: 22:1-22:10" Jianda Wang, Yang Hu: Characterizing and Understanding the Architectural Implications of Cloudnative Edge NFV Workloads. NFV-SDN 2019: 1-7" Siyang Li, Fenlin Liu, Jiwu Shu, Youyou Lu, Tao Li, Yang Hu: A Flattened Metadata Service for Distributed File Systems. IEEE Trans. Parallel Distributed Syst. 29(12): 2641-2657 (2018)" Longjun Liu, Hongbin Sun, Chao Li, Yang Hu, Tao Li, Nanning Zheng: Exploring Customizable Heterogeneous Power Distribution and Management for Datacenter. IEEE Trans. Parallel Distributed Syst. 29(12): 2798-2813 (2018)" Yang Hu, Tao Li: Enabling Efficient Network Service Function Chain Deployment on Heterogeneous Server Platform. HPCA 2018: 27-39" Mingcong Song, Kan Zhong, Jiaqi Zhang, Yang Hu, Duo Liu, Weigong Zhang, Jing Wang, Tao Li: In-Situ AI: Towards Autonomous and Incremental Deep Learning for IoT Systems. HPCA 2018: 92-103" Mingcong Song, Jiechen Zhao, Yang Hu, Jiaqi Zhang, Tao Li: Prediction Based Execution on Deep Neural Networks. ISCA 2018: 752-763" Chao Li, Yang Hu, Juncheng Gu, Jingling Yuan, Tao Li: Oasis: Scaling Out Datacenter Sustainably and Economically. IEEE Trans. Parallel Distributed Syst. 28(7): 1960-1973 (2017)" Yang Hu, Mingcong Song, Tao Li: Towards ""Full Containerization"" in Containerized Network Function Virtualization. ASPLOS 2017: 467-481" Mingcong Song, Yang Hu, Huixiang Chen, Tao Li: Towards Pervasive and User Satisfactory CNN across GPU Microarchitectures. HPCA 2017: 1-12" Huixiang Chen, Meng Wang, Yang Hu, Mingcong Song, Tao Li: GaaS workload characterization under NUMA architecture for virtualized GPU. ISPASS 2017: 65-76" Siyang Li, Youyou Lu, Jiwu Shu, Yang Hu, Tao Li: LocoFS: a loosely-coupled metadata service for distributed file systems. SC 2017: 4" Longjun Liu, Hongbin Sun, Chao Li, Yang Hu, Jingmin Xin, Nanning Zheng, Tao Li: RE-UPS: an adaptive distributed energy storage system for dynamically managing solar energy in green datacenters. J. Supercomput. 72(1): 295-316 (2016)" Mingcong Song, Yang Hu, Yunlong Xu, Chao Li, Huixiang Chen, Jingling Yuan, Tao Li: Bridging the Semantic Gaps of GPU Acceleration for Scale-out CNN-based Big Data Processing: Think Big, See Small. PACT 2016: 315-326" Yang Hu, Chao Li, Longjun Liu, Tao Li: HOPE: Enabling Efficient Service Orchestration in Software-Defined Data Centers. ICS 2016: 10:1-10:12" Longjun Liu, Hongbin Sun, Chao Li, Yang Hu, Nanning Zheng, Tao Li: Towards an Adaptive Multi-Power-Source Datacenter. ICS 2016: 11:1-11:11" Yang Hu, Tao Li: Towards efficient server architecture for virtualized network function deployment: Implications and implementations. MICRO 2016: 8:1-8:12" Longjun Liu, Chao Li, Hongbin Sun, Yang Hu, Jingmin Xin, Nanning Zheng, Tao Li: Leveraging Heterogeneous Power for Improving Datacenter Efficiency and Resiliency. IEEE Comput. Archit. Lett. 14(1): 41-45 (2015)" Longjun Liu, Chao Li, Hongbin Sun, Yang Hu, Juncheng Gu, Tao Li: BAAT: Towards Dynamically Managing Battery Aging in Green Datacenters. DSN 2015: 307-318" Chao Li, Yang Hu, Longjun Liu, Juncheng Gu, Mingcong Song, Xiaoyao Liang, Jingling Yuan, Tao Li: Towards sustainable in-situ server systems in the big data era. ISCA 2015: 14-26" Longjun Liu, Chao Li, Hongbin Sun, Yang Hu, Juncheng Gu, Tao Li, Jingmin Xin, Nanning Zheng: HEB: deploying and managing hybrid energy buffers for improving datacenter efficiency and economy. ISCA 2015: 463-475" Chao Li, Rui Wang, Yang Hu, Ruijin Zhou, Ming Liu, Longjun Liu, Jingling Yuan, Tao Li, Depei Qian: Towards Automated Provisioning and Emergency Handling in Renewable Energy Powered Datacenters. J. Comput. Sci. Technol. 29(4): 618-630 (2014)" Longjun Liu, Hongbin Sun, Yang Hu, Jingmin Xin, Nanning Zheng, Tao Li: Leveraging distributed UPS energy for managing solar energy powered data centers. IGCC 2014: 1-8" Chao Li, Yang Hu, Ruijin Zhou, Ming Liu, Longjun Liu, Jingling Yuan, Tao Li: Enabling datacenter servers to scale out economically and sustainably. MICRO 2013: 322-333"