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Towards Formal Verification of Neural Networks
Springer
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由 X Wang 著作2019被引用 3 次 — This paper summarizes three basic problems which indicate the common features of different neural networks, and proposes three typical properties.
Towards Formal Verification of Neural Networks: A Temporal ...
ACM Digital Library
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ACM Digital Library
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Under the guidance of the theory of formal verification, this paper summarizes three basic problems which indicate the common features of different neural ...
Towards Formal Verification of Neural Networks: A Temporal ...
ResearchGate
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ResearchGate
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Due to extensive applications of deep learning and neural networks, their security has attracted more and more attentions from academic and industrial circles.
Towards Formal Verification of Neural Networks: A Temporal ...
Semantic Scholar
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Semantic Scholar
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This paper summarizes three basic problems which indicate the common features of different neural networks, and proposes three typical properties covering ...
Formal Modeling and Verification of Convolutional Neural ...
IEEE Xplore
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IEEE Xplore
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由 L Zhao 著作2022被引用 2 次 — In this paper, we propose a comprehensive formal framework for the modeling and verification of convolutional neural networks (CNN).
Verification and validation of neural networks: A sampling ...
ResearchGate
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ResearchGate
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2024年11月1日 — Testing the neural network with similar data as that used in the training set is one of the few methods used to verify that the network has ...
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Neural Model Checking
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2024年11月5日 — Our new approach combines machine learning and symbolic reasoning by using neural networks as formal proof certificates for linear temporal logic.
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Middle East Technical University
https://librarycatalog.metu.edu.tr › koha
Middle East Technical University
https://librarycatalog.metu.edu.tr › koha
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They are organized in the following topical sections: testing and debugging, formal verification, problem solving, software analysis and evolution, and software ...
Neural Model Checking
arXiv
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arXiv
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2024年10月31日 — We introduce a machine learning approach to model checking temporal logic, with application to formal hardware verification. Model checking ...
Efficient verification of neural networks based on neuron ...
ScienceDirect.com
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由 L Zhao 著作2024 — In this work, we propose a complete verification method for neural networks by means of neuron branching and linear programming (LP) abstraction.
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