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Enhancing Robustness Verification for Deep Neural Networks via Symbolic Propagation.

, , , , , , , and . Formal Aspects Comput., 33 (3): 407-435 (2021)

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Improving Neural Network Verification through Spurious Region Guided Refinement., , , , , , , and . TACAS (1), volume 12651 of Lecture Notes in Computer Science, page 389-408. Springer, (2021)Safety Analysis of Autonomous Driving Systems Based on Model Learning., , , , , and . CoRR, (2022)Towards Practical Robustness Analysis for DNNs based on PAC-Model Learning., , , , , and . ICSE, page 2189-2201. ACM, (2022)Enhancing Robustness Verification for Deep Neural Networks via Symbolic Propagation., , , , , , , and . Formal Aspects Comput., 33 (3): 407-435 (2021)Reach-avoid Analysis for Stochastic Discrete-time Systems., , , and . ACC, page 4879-4885. IEEE, (2021)Revisiting Transferable Adversarial Image Examples: Attack Categorization, Evaluation Guidelines, and New Insights., , , , , , , and . CoRR, (2023)PRODeep: a platform for robustness verification of deep neural networks., , , , , , , and . ESEC/SIGSOFT FSE, page 1630-1634. ACM, (2020)ADVREPAIR: Provable Repair of Adversarial Attack., , , , , , and . CoRR, (2024)Improving Neural Network Verification through Spurious Region Guided Refinement., , , , , , , and . CoRR, (2020)Ensemble Defense with Data Diversity: Weak Correlation Implies Strong Robustness., , , , , , and . CoRR, (2021)