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赵永威 (Zhao, Yongwei) 副研究员 中国科学院计算技术研究所 智能处理器研究中心 北京市海淀区科学院南路6号 100190 zhaoyongwei at ict · ac · cn |
简历
| 中国科学院计算技术研究所，北京 副研究员，智能处理器研究中心 |
2022/10至今 | |
| 中国科学院计算技术研究所，北京 特别研究助理（博士后），智能处理器研究中心 |
2020/07 ~ 2022/10 | |
| 中国科学院大学 中国科学院计算技术研究所，北京 工学博士（硕博连读），计算机系统结构 导师：徐志伟 研究员 陈云霁 研究员 |
2015/09 ~ 2020/07 | |
| 华中科技大学，武汉 工学学士，计算机科学与技术 |
2011/09 ~ 2015/06 |
科研项目
| 中国科学院战略性先导科技专项（B类）子课题 XDB0660301：面向处理器的智能设计方法应用 | 2023/12 ~ 2029/11 | |
| 国家自然科学基金青年科学基金项目 62102398：具有函数指令集体系结构的智能处理器研究 | 2022/01 ~ 2024/12 | |
| 中国科学院特别研究助理资助项目 | 2020/07 ~ 2022/07 |
发表论文
| 2024 | 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 and Tianshi Chen. Cambricon-C: Efficient 4-bit Matrix Unit via Primitivization. MICRO 2024. |
| 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 and Tianshi Chen. Cambricon-M: a Fibonacci-coded Charge-domain SRAM-based CIM Accelerator for DNN Inference. MICRO 2024. | |
| 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 and Tianshi Chen. Cambricon-LLM: A Chiplet-Based Hybrid Architecture For On-Device Inference of 70B LLM. MICRO 2024. | |
| 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 and Qi Guo. Harmonia: A Unified Architecture for Efficient Deep Symbolic Regression. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. | |
| Xiaobo Lu, Jianbin Fang, Lin Peng, Chun Huang, Zidong Du, Yongwei Zhao and Zheng Wang. Mentor: A Sparse-dense Matrix Multiplication Accelerator Based on Column-Wise Product. ACM Transactions on Architecture and Code Optimization. | |
| 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 and Yunji Chen. Automated CPU Design by Learning from Input-Output Examples. IJCAI 2024. | |
| 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 and Tianshi Chen. Cambricon-D: Full-Network Differential Acceleration for Diffusion Models. ISCA 2024. | |
| LI Nan, ZHAO Yongwei, ZHI Tian, LIU Chang, DU Zidong, HU Xing, LI Wei, ZHANG Xishan, LI Ling and SUN Guangzhong. Cambricon-QR: a sparse and bitwise reproducible quantized training accelerator. 高技术通讯(英文). | |
| Husheng Han, Xing Hu, Yifan Hao, Kaidi Xu, Pucheng Dang, Ying Wang, Yongwei Zhao, Zidong Du, Qi Guo, Yanzhi Wang, Xishan Zhang and Tianshi Chen. Real-Time Robust Video Object Detection System Against Physical-World Adversarial Attacks. IEEE Transactions on Computer Aided Design of Integrated Circuits and Systems. | |
| 2023 | Hongrui Guo, Yongwei Zhao, Zhangmai Li, Yifan Hao, Chang Liu, Xinkai Song, Xiaqing Li, Zidong Du, Rui Zhang, Qi Guo, Tianshi Chen and Zhiwei Xu. Cambricon-U: A Systolic Random Increment Memory Architecture for Unary Computing. MICRO 2023. |
| 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 and Yunji Chen. Emergent Communication for Rules Reasoning. NeurIPS 2023. | |
| Haochen Li, Rui Zhang, Hantao Yao, Xinkai Song, Yifan Hao, Yongwei Zhao, Ling Li and Yunji Chen. Learning Domain-Aware Detection Head with Prompt Tuning. NeurIPS 2023. | |
| Yu Xia, Yongwei Zhao, Wenhao Wu and Sujian Li. Debiasing Generative Named Entity Recognition by Calibrating Sequence Likelihood. ACL 2023. | |
| Jun Bi, Qi Guo, Xiaqing Li, Yongwei Zhao, Yuanbo Wen, Yuxuan Guo, Enshuai Zhou, Xing Hu, Zidong Du, Ling Li, Huaping Chen, Tianshi Chen. Heron: Automatically Constrained High-performance Library Generation for Deep Learning Accelerators. ASPLOS 2023. | |
| Yongwei Zhao, Zidong Du, Qi Guo, Zhiwei Xu, Yunji Chen. Rescue to the Curse of Universality. Science China: Information Sciences. | |
| 2022 | Yongwei Zhao, Yunji Chen, Zhiwei Xu. Fractal Parallel Computing. Intelligent Computing. |
| Yifan Hao, Yongwei Zhao, Chenxiao Liu, Shuyao Cheng, Xiaqing Li, Xing Hu, Zidong Du, Qi Guo, Zhiwei Xu, Tianshi Chen. Cambricon-P: A Bitflow Architecture for Arbitrary Precision Computing. MICRO 2022 (★ Best Paper Runner-up Award). | |
| 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. BabelTower: Learning to Auto-parallelized Program Translation. ICML 2022. | |
| Zidong Du, Qi Guo, Yongwei Zhao, Xi Zeng, Ling Li, Limin Cheng, Zhiwei Xu, Ninghui Sun, Yunji Chen. Breaking the Interaction Wall: A DLPU-centric Deep Learning Computing System. IEEE Transactions on Computers. | |
| 2021 | 赵永威, 南子渊, 杜子东. 移动智能芯片. 中国计算机学会通讯. |
| 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. Cambricon-Q: A Hybrid Architecture for Efficient Training. ISCA 2021. | |
| 2020 | 徐志伟, 王一帆, 赵永威, 李春典. 算礼：探索计算机系统的可分析抽象. 计算机研究与发展. |
| Zidong Du, Qi Guo, Yongwei Zhao, Tian Zhi, Yunji Chen, Zhiwei Xu. Self-aware Neural Network Systems: A Survey and New Perspective. Proceedings of the IEEE. | |
| Yongwei Zhao, Zhe Fan, Zidong Du, Tian Zhi, Ling Li, Qi Guo, Shaoli Liu, Zhiwei Xu, Tianshi Chen, Yunji Chen. Machine Learning Computers With Fractal von Neumann Architecture. IEEE Transactions on Computers. | |
| 2019 | Yongwei Zhao, Zidong Du, Qi Guo, Shaoli Liu, Ling Li, Zhiwei Xu, Tianshi Chen, Yunji Chen. Cambricon-F: Machine Learning Computers with Fractal von Neumann Architecture. ISCA 2019. |
出版著作
| 2024 | 陈云霁,李玲,赵永威,李威,郭崎,文渊博,张蕊,《智能计算系统：从深度学习到大模型 第2版》,机械工业出版社 |
| 2023 | 赵永威,《分形计算系统》,机械工业出版社 |
奖励资助
| 2021 | 中国计算机学会 优秀博士学位论文奖 |
| 中国科学院计算技术研究所 优秀研究人员 | |
| 2020 | 中国科学院 院长优秀奖 |
| 2019 | 中国科学院计算技术研究所 所长特别奖（夏培肃奖） |