In this paper, we survey the landscape of formal specification for deep neural networks, and discuss the opportunities and challenges for formal methods for ...

Sep 30, 2018 · In this paper, we survey the landscape of formal specification for deep neural networks, and discuss the opportunities and challenges for formal methods for ...

May 3, 2018 · In this paper, we survey the landscape of formal specification for deep neural networks (DNNs). The literature on the design, (adversarial) ...

However, verification is most meaningful when performed with high-quality formal specifications. In this paper, we survey the landscape of formal specification ...

Aug 14, 2024 · Bibliographic details on Formal Specification for Deep Neural Networks.

However, verification is most meaningful when performed with high-quality formal specifications. In this paper, we survey the landscape of formal specification ...

This paper introduces a formal framework for describing and specifying neural networks and discusses several important issues with implications for neural ...

We propose a framework of formal specification-based data generation for the training and testing of DNNs. The framework is characterized by using formal ...

By provid- ing a neural network model in the ONNX format, and a specification in the. VNNLIB format, the tools can find whether there exists a case where the ...

Formal Specification for Deep Neural Networks. https://doi.org/10.1007/978-3-030-01090-4_2 · Full text. Journal: Automated Technology for Verification and ...