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NNrepair: Constraint-based Repair of Neural Network Classifiers


Mar 23, 2021
Muhammad Usman, Divya Gopinath, Youcheng Sun, Yannic Noller, Corina Pasareanu


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NEUROSPF: A tool for the Symbolic Analysis of Neural Networks


Feb 27, 2021
Muhammad Usman, Yannic Noller, Corina Pasareanu, Youcheng Sun, Divya Gopinath


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Fast, Structured Clinical Documentation via Contextual Autocomplete


Jul 29, 2020
Divya Gopinath, Monica Agrawal, Luke Murray, Steven Horng, David Karger, David Sontag

* Published in Machine Learning for Healthcare 2020 conference 

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Parallelization Techniques for Verifying Neural Networks


Apr 26, 2020
Haoze Wu, Alex Ozdemir, Aleksandar Zeljić, Ahmed Irfan, Kyle Julian, Divya Gopinath, Sadjad Fouladi, Guy Katz, Corina Pasareanu, Clark Barrett


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A Programmatic and Semantic Approach to Explaining and DebuggingNeural Network Based Object Detectors


Dec 01, 2019
Edward Kim, Divya Gopinath, Corina Pasareanu, Sanjit Seshia


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Finding Invariants in Deep Neural Networks


Apr 29, 2019
Divya Gopinath, Ankur Taly, Hayes Converse, Corina S. Pasareanu


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Compositional Verification for Autonomous Systems with Deep Learning Components


Oct 18, 2018
Corina S. Pasareanu, Divya Gopinath, Huafeng Yu


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DeepSafe: A Data-driven Approach for Checking Adversarial Robustness in Neural Networks


Oct 02, 2017
Divya Gopinath, Guy Katz, Corina S. Pasareanu, Clark Barrett


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