基本信息
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Career Trajectory
Bio
My research aims to build trustworthy AI systems that can be safely and reliably used in mission-critical tasks, with a focus of using formal verification techniques to give provable worst-case performance guarantees. I proposed and advanced a novel bound-propagation-based verification framework for deep neural networks that enables formal verification for networks with millions of neurons. I am leading the development of the α,β-CROWN neural network verifier, which won VNN-COMP 2022 and VNN-COMP 2021. In addition, I studied the security and safety of AI models, especially their adversarial robustness. I am a receipient of IBM PhD Fellowship and Schmidt Futures AI2050 Early Career Fellowship.
Research Interests
Papers共 154 篇Author StatisticsCo-AuthorSimilar Experts
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IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposiumpp.7853-7857, (2024)
IEEE transactions on geoscience and remote sensingpp.1-1, (2024)
Knowledge-Based Systems (2024)
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arxiv(2024)
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ICML 2024 (2024)
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arXiv (Cornell University) (2024)
Remote Sensingno. 12 (2024): 2056
Yue Huang,Lichao Sun,Haoran Wang,Siyuan Wu,Qihui Zhang, Yuan Li,Chujie Gao, Yixin Huang, Wenhan Lyu,Yixuan Zhang,Xiner Li,Hanchi Sun,Zhengliang Liu,Yixin Liu,Yijue Wang,Zhikun Zhang,Bertie Vidgen,Bhavya Kailkhura,Caiming Xiong,Chaowei Xiao,Chunyuan Li,Eric Xing,Furong Huang,Hao Liu,Heng Ji,Hongyi Wang,Huan Zhang,Huaxiu Yao,Manolis Kellis,Marinka Zitnik,Meng Jiang,Mohit Bansal,James Zou,Jian Pei,Jian Liu,Jianfeng Gao,Jiawei Han, Jieyu Zhao,Jiliang Tang,Jindong Wang,Joaquin Vanschoren,John Mitchell,Kai Shu,Kaidi Xu,Kai-Wei Chang,Lifang He,Lifu Huang,Michael Backes,Neil Gong,Philip Yu,Pin-Yu Chen,Quanquan Gu,Ran Xu, ZHITAO YING,Shuiwang Ji,Suman Jana,Tianlong Chen,Tianming Liu,Tianyi Zhou,William Wang,Xiang Li,Xiangliang Zhang,Xiao Wang,Xing Xie,Xun Chen,Xuyu Wang,Yan Liu, Yanfang Ye,Yinzhi Cao,Yong Chen, Yue Zhao
ICML 2024 (2024)
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Author Statistics
#Papers: 154
#Citation: 11756
H-Index: 39
G-Index: 100
Sociability: 6
Diversity: 2
Activity: 167
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