基本信息
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职业迁徙
个人简介
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.
研究兴趣
论文共 159 篇作者统计合作学者相似作者
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期刊级别
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IGARSSpp.7853-7857, (2024)
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2024)
KNOWLEDGE-BASED SYSTEMS (2024)
International Journal of Aeronautical and Space Sciencespp.1-12, (2024)
IEEE TRANSACTIONS ON CONSUMER ELECTRONICSno. 1 (2024): 1952-1962
IEEE Accessno. 99 (2024): 1-1
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作者统计
#Papers: 161
#Citation: 13250
H-Index: 39
G-Index: 115
Sociability: 6
Diversity: 0
Activity: 5
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