Towards a Certified Proof Checker for Deep Neural Network Verification

Author:

Desmartin Remi,Isac Omri,Passmore Grant,Stark Kathrin,Komendantskaya Ekaterina,Katz Guy

Publisher

Springer Nature Switzerland

Reference36 articles.

1. The Coq Proof Assistant (1984). https://coq.inria.fr

2. Bak, S.: Nnenum: verification of ReLU neural networks with optimized abstraction refinement. In: Proceedings of 13th International Symposium NASA Formal Methods (NFM), pp. 19–36 (2021)

3. Barrett, C., Katz, G., Guidotti, D., Pulina, L., Narodytska, N., Tacchella, A.: The Verification of Neural Networks Library (VNN-LIB) (2019). https://www.vnnlib.org/

4. Barrett, C., de Moura, L., Fontaine, P.: Proofs in satisfiability modulo theories. In: All About Proofs, Proofs for All, vol. 55, no. 1, pp. 23–44 (2015)

5. Bastani, O., Ioannou, Y., Lampropoulos, L., Vytiniotis, D., Nori, A., Criminisi, A.: Measuring neural net robustness with constraints. In: Proceedings of 30th Conference on Neural Information Processing Systems (NeurIPS) (2016)

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1. Marabou 2.0: A Versatile Formal Analyzer of Neural Networks;Lecture Notes in Computer Science;2024

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