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Zhao, Yongwei (赵永威) Associate Professor Intelligent Processor Research Center (IPRC), Institute of Computing Technology (ICT), Chinese Academy of Sciences (CAS) 6 Kexueyuan South Rd., Haidian Beijing, P.R.China 100190 zhaoyongwei at ict · ac · cn |
Experiences
| ICT, CAS, Beijing Associate Professor, IPRC |
Since Oct. 2022 | |
| ICT, CAS, Beijing Postdoc, IPRC |
Jul. 2020 ~ Oct. 2022 | |
| University of CAS & ICT, CAS, Beijing PhD in Computer Architecture Advisor: Prof. Zhiwei Xu & Prof. Yunji Chen |
Sep. 2015 ~ Jul. 2020 | |
| Huazhong University of Science and Technology, Wuhan Bachelor in Computer Science |
Sep. 2011 ~ Jun. 2015 |
Research Project
| Key SW/HW Technologies for Semantic Computing in Natural Computer-Human Interaction National Key Research Project Subtopic Leader |
Dec. 2024 ~ Nov. 2027 | |
| Application of Intelligent Design Methods for Processors CAS Strategic Priority Research Program (Type-B) Topic Leader |
Dec. 2023 ~ Nov. 2028 | |
| Intelligent Processors with Functional Instruction Set Architecture NSFC Youth Program Leader |
Jan. 2022 ~ Dec. 2024 | |
| CAS Special Research Assistant Funding | Jul. 2020 ~ Jul. 2022 |
Publication
| 2025 | QiMeng-Attention: SOTA Attention Operator is generated by SOTA Attention Algorithm Qirui Zhou, Shaohui Peng, Weiqiang Xiong, Haixin Chen, Yuanbo Wen, Haochen Li, Ling Li, Qi Guo, Yongwei Zhao, Ke Gao, Ruizhi Chen, Yanjun Wu, Zhao Chen, Yunji Chen ACL 2025 |
| SEEN-DA: SEmantic ENtropy guided Domain-aware Attention for Domain Adaptive Object Detection Haochen Li, Rui Zhang, Hantao Yao, Xin Zhang, Yifan Hao, Xinkai Song, Shaohui Peng, Yongwei Zhao, Zhao Chen, Yanjun Wu, Ling Li CVPR 2025 |
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| VariPar: Variation-Aware Workload Partitioning in Chiplet-Based DNN Accelerators Ximing Liu, Yongwei Zhao, Mo Zou, Yang Liu, Yifan Hao, Xiaqing Li, Rui Zhang, Yuanbo Wen, Xing Hu, Zidong Du, Qi Guo, Tianshi Chen IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems |
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| SaaP: Rearchitect SoC-as-a-Processor to Orchestrate Hardware Heterogeneity Pengwei Jin, Zhe Fan, Yongwei Zhao, Zidong Du, Hongrui Guo, Ziyuan Nan, Yifan Hao, Chongxiao Li, Tianyun Ma, Zhenxing Zhang, Xiaqing Li, Wei Li, Xing Hu, Qi Guo, Zhiwei Xu, Tianshi Chen IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems |
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| Efficient and Fast High-Performance Library Generation for Deep Learning Accelerators Jun Bi, Yuanbo Wen, Xiaqing Li, Yongwei Zhao, Yuxuan Guo, Enshuai Zhou, Xing Hu, Zidong Du, Ling Li, Huaping Chen, Tianshi Chen, Qi Guo IEEE Transactions on Computers |
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| Harmonia: A Unified Architecture for Efficient Deep Symbolic Regression Tianyun Ma, Yuanbo Wen, Xinkai Song, Pengwei Jin, Di Huang, Husheng Han, Ziyuan Nan, Zhongkai Yu, Shaohui Peng, Yongwei Zhao, Huaping Chen, Zidong Du, Xing Hu, Qi Guo IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems |
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| 2024 | DA-Ada: Learning Domain-Aware Adapter for Domain Adaptive Object Detection Haochen Li, Rui Zhang, Hantao Yao, Xin Zhang, Yifan Hao, Xinkai Song, Xiaqing Li, Yongwei Zhao, Yunji Chen, Ling Li NeurIPS 2024 |
| ✨Cambricon-C: Efficient 4-bit Matrix Unit via Primitivization Yi Chen, Yongwei Zhao, Yifan Hao, Yuanbo Wen, Yuntao Dai, Xiaqing Li, Yang Liu, Rui Zhang, Mo Zou, Xinkai Song, Xing Hu, Zidong Du, Huaping Chen, Qi Guo, Tianshi Chen MICRO 2024 |
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| Cambricon-M: a Fibonacci-coded Charge-domain SRAM-based CIM Accelerator for DNN Inference Hongrui Guo, Mo Zou, Yifan Hao, Zidong Du, Erxiang Ren, Yang Liu, Yongwei Zhao, Tianrui Ma, Rui Zhang, Xing Hu, Fei Qiao, Zhiwei Xu, Qi Guo, Tianshi Chen MICRO 2024 |
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| Cambricon-LLM: A Chiplet-Based Hybrid Architecture For On-Device Inference of 70B LLM Zhongkai Yu, Shengwen Liang, Tianyun Ma, Yunke Cai, Ziyuan Nan, Di Huang, Xinkai Song, Yifan Hao, Jie Zhang, Tian Zhi, Yongwei Zhao, Zidong Du, Xing Hu, Qi Guo, Tianshi Chen MICRO 2024 |
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| Mentor: A Sparse-dense Matrix Multiplication Accelerator Based on Column-Wise Product Xiaobo Lu, Jianbin Fang, Lin Peng, Chun Huang, Zidong Du, Yongwei Zhao, Zheng Wang ACM Transactions on Architecture and Code Optimization |
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| Automated CPU Design by Learning from Input-Output Examples Shuyao Cheng, Pengwei Jin, Qi Guo, Zidong Du, Rui Zhang, Xing Hu, Yongwei Zhao, Yifan Hao, Xiangtao Guan, Husheng Han, Zhengyue Zhao, Ximing Liu, Xishan Zhang, Yuejie Chu, Weilong Mao, Tianshi Chen, Yunji Chen IJCAI 2024 |
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| Cambricon-D: Full-Network Differential Acceleration for Diffusion Models Weihao Kong, Yifan Hao, Qi Guo, Yongwei Zhao, Xinkai Song, Xiaqing Li, Mo Zou, Rui Zhang, Chang Liu, Yuanbo Wen, Pengwei Jin, Xing Hu, Wei Li, Zidong Du, Zhiwei Xu, Tianshi Chen ISCA 2024 |
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| Cambricon-QR: a sparse and bitwise reproducible quantized training accelerator LI Nan, ZHAO Yongwei, ZHI Tian, LIU Chang, DU Zidong, HU Xing, LI Wei, ZHANG Xishan, LI Ling, SUN Guangzhong High Technology Letters |
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| Real-Time Robust Video Object Detection System Against Physical-World Adversarial Attacks Husheng Han, Xing Hu, Yifan Hao, Kaidi Xu, Pucheng Dang, Ying Wang, Yongwei Zhao, Zidong Du, Qi Guo, Yanzhi Wang, Xishan Zhang, Tianshi Chen IEEE Transactions on Computer Aided Design of Integrated Circuits and Systems |
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| 2023 | ✨Cambricon-U: A Systolic Random Increment Memory Architecture for Unary Computing Hongrui Guo, Yongwei Zhao, Zhangmai Li, Yifan Hao, Chang Liu, Xinkai Song, Xiaqing Li, Zidong Du, Rui Zhang, Qi Guo, Tianshi Chen, Zhiwei Xu MICRO 2023 |
| Emergent Communication for Rules Reasoning Yuxuan Guo, Yifan Hao, Rui Zhang, Enshuai Zhou, Zidong Du, Xishan Zhang, Xinkai Song, Yuanbo Wen, Yongwei Zhao, Xuehai Zhou, Jiaming Guo, Qi Yi, Shaohui Peng, Di Huang, Ruizhi Chen, Qi Guo, Yunji Chen NeurIPS 2023 |
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| Learning Domain-Aware Detection Head with Prompt Tuning Haochen Li, Rui Zhang, Hantao Yao, Xinkai Song, Yifan Hao, Yongwei Zhao, Ling Li, Yunji Chen NeurIPS 2023 |
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| Debiasing Generative Named Entity Recognition by Calibrating Sequence Likelihood Yu Xia, Yongwei Zhao, Wenhao Wu, Sujian Li ACL 2023 |
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| Heron: Automatically Constrained High-performance Library Generation for Deep Learning Accelerators Jun Bi, Qi Guo, Xiaqing Li, Yongwei Zhao, Yuanbo Wen, Yuxuan Guo, Enshuai Zhou, Xing Hu, Zidong Du, Ling Li, Huaping Chen, Tianshi Chen ASPLOS 2023 |
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| ✨Rescue to the Curse of Universality Yongwei Zhao, Zidong Du, Qi Guo, Zhiwei Xu, Yunji Chen Science China: Information Sciences |
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| 2022 | Fractal Parallel Computing Yongwei Zhao, Yunji Chen, Zhiwei Xu Intelligent Computing |
| ✨Cambricon-P: A Bitflow Architecture for Arbitrary Precision Computing Yifan Hao, Yongwei Zhao, Chenxiao Liu, Shuyao Cheng, Xiaqing Li, Xing Hu, Zidong Du, Qi Guo, Zhiwei Xu, Tianshi Chen MICRO 2022 (★ Best Paper Runner-up Award) |
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| BabelTower: Learning to Auto-parallelized Program Translation Yuanbo Wen, Qi Guo, Qiang Fu, Xiaqing Li, Jianxing Xu, Yanlin Tang, Yongwei Zhao, Xing Hu, Zidong Du, Ling Li, Chao Wang, Xuehai Zhou, Yunji Chen ICML 2022 |
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| 📃Breaking the Interaction Wall: A DLPU-centric Deep Learning Computing System Zidong Du, Qi Guo, Yongwei Zhao, Xi Zeng, Ling Li, Limin Cheng, Zhiwei Xu, Ninghui Sun, Yunji Chen IEEE Transactions on Computers |
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| 2021 | 移动智能芯片 赵永威, 南子渊, 杜子东 中国计算机学会通讯 |
| ✨Cambricon-Q: A Hybrid Architecture for Efficient Training Yongwei Zhao, Chang Liu, Zidong Du, Qi Guo, Xing Hu, Yimin Zhuang, Zhenxing Zhang, Xinkai Song, Wei Li, Xishan Zhang, Ling Li, Zhiwei Xu, Tianshi Chen ISCA 2021 |
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| 2020 | 算礼：探索计算机系统的可分析抽象 徐志伟, 王一帆, 赵永威, 李春典 计算机研究与发展 |
| Self-aware Neural Network Systems: A Survey and New Perspective Zidong Du, Qi Guo, Yongwei Zhao, Tian Zhi, Yunji Chen, Zhiwei Xu Proceedings of the IEEE |
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| 📃Machine Learning Computers With Fractal von Neumann Architecture Yongwei Zhao, Zhe Fan, Zidong Du, Tian Zhi, Ling Li, Qi Guo, Shaoli Liu, Zhiwei Xu, Tianshi Chen, Yunji Chen IEEE Transactions on Computers |
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| 2019 | ✨Cambricon-F: Machine Learning Computers with Fractal von Neumann Architecture Yongwei Zhao, Zidong Du, Qi Guo, Shaoli Liu, Ling Li, Zhiwei Xu, Tianshi Chen, Yunji Chen ISCA 2019 |
Books
| 2024 | 智能计算系统：从深度学习到大模型 第2版 陈云霁,李玲,赵永威,李威,郭崎,文渊博,张蕊 机械工业出版社 |
| 2023 | 分形计算系统 赵永威 机械工业出版社 |
Awards
| 2022 | MICRO 2022 Best Paper Runner-up Award |
| 2021 | Distinguished Doctoral Dissertation Award, CCF |
| Excellent Research Staffs, ICT, CAS | |
| 2020 | Excellent Scholarship of the President, CAS |
| 2019 | Special Scholarship of the Director (the XIA Peisu Scholarship), ICT, CAS |