宋新开  副研究员  

研究方向:

所属部门:智能处理器研究中心

导师类别:

联系方式:songxinkai@ict.ac.cn

个人网页:https://scholar.google.com/citations?user=qpW2ao8AAAAJ&hl=zh-CN

简       历:

2023年9月 — 今:中科院计算所,副研究员

2021年7月 — 2023年9月:中科院计算所,助理研究员

2016年9月 — 2021年6月:中科院计算所,博士生

2012年8月 — 2016年6月:清华大学,自动化系,本科生

主要论著:

期刊文章:

[1] Xinkai Song, Tian Zhi, Zhe Fan, Zhenxing Zhang, Xi Zeng, Wei Li, Xing Hu, Zidong Du, Qi Guo, Yunji Chen. Cambricon-G: A Polyvalent Energy-Efficient Accelerator for Dynamic Graph Neural Networks. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41(1): 116-128 (2022)

会议文章:

[1] Xinkai Song, Yuanbo Wen, Xing Hu, Tianbo Liu, Haoxuan Zhou, Husheng Han, Tian Zhi, Zidong Du, Wei Li, Rui Zhang, Chen Zhang, Lin Gao, Qi Guo, Tianshi Chen. Cambricon-R: A Fully Fused Accelerator for Real-Time Learning of Neural Scene Representation. MICRO 2023: 1305-1318

[2] Hongrui Guo, Yongwei Zhao, Zhangmai Li, Yifan Hao, Chang Liu, Xinkai Song, Xiaqing Li, Zidong Du, Rui Zhang, Qi Guo, Tianshi Chen, Zhiwei Xu. Cambricon-U: A Systolic Random Increment Memory Architecture for Unary Computing. MICRO 2023: 424-437

[3] Weihao Kong, Yifan Hao, Yongwei Zhao, Xinkai Song, Xiaqing L, Mo Zou, Rui Zhang, Chang Liu, Yuanbo Wen, Pengwei Jin, Xing Hu, Wei Li, Zidong Du, Qi Guo, Zhiwei Xu, Tianshi Chen. DiffBoost: Full-Network Differential Acceleration for Diffusion Models. ISCA 2024.

[4] 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: 706-719

[5] Enshuai Zhou, Yifan Hao, Rui Zhang, Yuxuan Guo, Zidong Du, Xishan Zhang, Xinkai Song, Chao Wang, Xuehai Zhou, Jiaming Guo, Qi Yi, Shaohui Peng, Di Huang, Ruizhi Chen, Qi Guo, Yunji Chen. Emergent Communication for Numerical Concepts Generalization. AAAI 2024: 17609-17617

[6] Wenkai He, Xiaqing Li, Xinkai Song, Yifan Hao, Rui Zhang, Zidong Du, Yunji Chen. Chip design with machine learning: a survey from algorithm perspective. Sci. China Inf. Sci. 66(11) (2023)

[7] 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. Emergent Communication for Rules Reasoning. NeurIPS 2023

[8] Haochen Li, Rui Zhang, Hantao Yao, Xinkai Song, Yifan Hao, Yongwei Zhao, Ling Li, Yunji Chen. Learning Domain-Aware Detection Head with Prompt Tuning. NeurIPS 2023

科研项目:

[1] 国家自然科学基金青年基金:基于拓扑增量处理的动态图神经网络加速器研究,课题负责人。

获奖及荣誉: