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DeepOpt: Scalable Specification-based Falsification of Neural Networks using Black-Box Optimization.

, , and . CoRR, (2021)

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Membership-Based Synthesis of Linear Hybrid Automata., , , and . CAV (1), volume 11561 of Lecture Notes in Computer Science, page 297-314. Springer, (2019)Into the unknown: active monitoring of neural networks (extended version)., , , and . Int. J. Softw. Tools Technol. Transf., 25 (4): 575-592 (August 2023)Synthesis of Hierarchical Controllers Based on Deep Reinforcement Learning Policies., , , , , and . CoRR, (2024)Open- and Closed-Loop Neural Network Verification using Polynomial Zonotopes., , , and . CoRR, (2022)Open- and Closed-Loop Neural Network Verification Using Polynomial Zonotopes., , , and . NFM, volume 13903 of Lecture Notes in Computer Science, page 16-36. Springer, (2023)Shielded Reinforcement Learning for Hybrid Systems., , , , and . AISoLA, volume 14380 of Lecture Notes in Computer Science, page 33-54. Springer, (2023)SpecRepair: Counter-Example Guided Safety Repair of Deep Neural Networks., , , and . SPIN, volume 13255 of Lecture Notes in Computer Science, page 79-96. Springer, (2022)Synthesis of Parametric Hybrid Automata from Time Series., , and . ATVA, volume 13505 of Lecture Notes in Computer Science, page 337-353. Springer, (2022)ARCH-COMP21 Category Report: Continuous and Hybrid Systems with Linear Continuous Dynamics., , , , , , , and . ARCH@ADHS, volume 80 of EPiC Series in Computing, page 1-31. EasyChair, (2021)ARCH-COMP20 Category Report: Continuous and Hybrid Systems with Linear Continuous Dynamics., , , , , , , , , and 3 other author(s). ARCH, volume 74 of EPiC Series in Computing, page 16-48. EasyChair, (2020)