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Verification Approaches for Learning-Enabled Autonomous Cyber-Physical Systems.

, , and . IEEE Des. Test, 39 (1): 24-34 (2022)

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Improved Geometric Path Enumeration for Verifying ReLU Neural Networks., , , and . CAV (1), volume 12224 of Lecture Notes in Computer Science, page 66-96. Springer, (2020)Neural Network Compression of ACAS Xu is Unsafe: Closed-Loop Verification through Quantized State Backreachability., and . CoRR, (2022)Neural Network Repair with Reachability Analysis., , , , , and . CoRR, (2021)Verification of Recurrent Neural Networks with Star Reachability., , , , , and . HSCC, page 6:1-6:13. ACM, (2023)Benchmark: A Nonlinear Reachability Analysis Test Set from Numerical Analysis., , and . ARCH@CPSWeek, volume 34 of EPiC Series in Computing, page 89-97. EasyChair, (2015)Verification of Closed-loop Systems with Neural Network Controllers., , , and . ARCH@CPSIoTWeek, volume 61 of EPiC Series in Computing, page 201-210. EasyChair, (2019)Output Reachable Set Estimation and Verification for Multilayer Neural Networks., , and . IEEE Trans. Neural Networks Learn. Syst., 29 (11): 5777-5783 (2018)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)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)