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职业迁徙
个人简介
In my past and ongoing research, I have leveraged my formal methods expertise for developing tools and techniques that (i) analyze the robustness of deep neural networks (DNNs) to adversarial perturbations of the data, (ii) automatically extract high-level descriptions explaining the internal behavior of DNNs, (iii) formally verify that closed-loop autonomous systems with DNN-based perception comply with safety specifications, (iv) repair DNNs to ensure their compliance with user-provided safety specifications, and (v) quantify the uncertainty of DNNs for risk-aware downstream decision-making and controller synthesis.
研究兴趣
论文共 28 篇作者统计合作学者相似作者
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Ravi Mangal, Nina Narodytska,Divya Gopinath,Boyue Caroline Hu,Anirban Roy,Susmit Jha,Corina Pasareanu
arxiv(2024)
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Radu Calinescu,Calum Imrie,Ravi Mangal, Genaína Nunes Rodrigues,Corina Păsăreanu,Misael Alpizar Santana, Gricel Vázquez
Radu Calinescu, Calum Imrie,Ravi Mangal,Genaína Nunes Rodrigues,Corina Păsăreanu, Misael Alpizar Santana,Gricel Vázquez
arxiv(2023)
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arxiv(2023)
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FASEpp.133-142, (2023)
Lecture Notes in Computer Sciencepp.C1-C1, (2023)
arXiv (Cornell University) (2023)
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