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Verification of piecewise deep neural networks: a star set approach with zonotope pre-filter.

, , , , , , , , and . Formal Aspects Comput., 33 (4-5): 519-545 (2021)

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ARCH-COMP21 Category Report: Artificial Intelligence and Neural Network Control Systems (AINNCS) for Continuous and Hybrid Systems Plants., , , , , , , , , and . ARCH@ADHS, volume 80 of EPiC Series in Computing, page 90-119. EasyChair, (2021)Safety Verification of Cyber-Physical Systems with Reinforcement Learning Control., , , , , and . ACM Trans. Embed. Comput. Syst., 18 (5s): 105:1-105:22 (2019)Reachability Analysis of a General Class of Neural Ordinary Differential Equations., , , and . FORMATS, volume 13465 of Lecture Notes in Computer Science, page 258-277. Springer, (2022)Verification of Closed-loop Systems with Neural Network Controllers., , , and . ARCH@CPSIoTWeek, volume 61 of EPiC Series in Computing, page 201-210. EasyChair, (2019)Reachable Set Estimation and Verification for Neural Network Models of Nonlinear Dynamic Systems., , , and . CoRR, (2018)NNV: The Neural Network Verification Tool for Deep Neural Networks and Learning-Enabled Cyber-Physical Systems., , , , , , , and . CAV (1), volume 12224 of Lecture Notes in Computer Science, page 3-17. Springer, (2020)Parallelizable reachability analysis algorithms for feed-forward neural networks., , , , , , and . FormaliSE@ICSE, page 31-40. IEEE / ACM, (2019)Star-Based Reachability Analysis of Deep Neural Networks., , , , , , and . FM, volume 11800 of Lecture Notes in Computer Science, page 670-686. Springer, (2019)Robustness Verification of Semantic Segmentation Neural Networks Using Relaxed Reachability., , , , , , , and . CAV (1), volume 12759 of Lecture Notes in Computer Science, page 263-286. Springer, (2021)An Empirical Analysis of the Use of Real-Time Reachability for the Safety Assurance of Autonomous Vehicles., , , , and . CoRR, (2022)