基本信息
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Bio
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.
Research Interests
Papers共 31 篇Author StatisticsCo-AuthorSimilar Experts
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Ravi Mangal, Nina Narodytska,Divya Gopinath,Boyue Caroline Hu,Anirban Roy,Susmit Jha,Corina Pasareanu
CoRR (2024)
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arxiv(2024)
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FASEpp.133-142, (2023)
Fundamental Approaches to Software Engineering Lecture Notes in Computer Sciencepp.C1-C1, (2023)
CoRR (2023)
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CoRR (2023)
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