Training for Verification: Increasing Neuron Stability to Scale DNN Verification

Dong Xu 0021, Nusrat Jahan Mozumder, Hai Duong, Matthew B. Dwyer. Training for Verification: Increasing Neuron Stability to Scale DNN Verification. In Bernd Finkbeiner, Laura Kovács, editors, Tools and Algorithms for the Construction and Analysis of Systems - 30th International Conference, TACAS 2024, Held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2024, Luxembourg City, Luxembourg, April 6-11, 2024, Proceedings, Part III. Volume 14572 of Lecture Notes in Computer Science, pages 24-44, Springer, 2024. [doi]

Abstract

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