We present the Neural Network Verification tool (NNV), a MATLAB-based software tool. This toolbox implements reachability methods for formally analyzing neural networks and control systems with neural network controllers in the area of autonomous cyber-physical systems (CPS). We describe the architecture of NNV, its core technology, and emphasize the approach and setup used for the Verification of Neural Networks Competition (VNN-COMP).

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NNV: A Star Set Reachability Approach (Competition Contribution)

  • Diego Manzanas Lopez,
  • Samuel Sasaki,
  • Taylor T. Johnson

摘要

We present the Neural Network Verification tool (NNV), a MATLAB-based software tool. This toolbox implements reachability methods for formally analyzing neural networks and control systems with neural network controllers in the area of autonomous cyber-physical systems (CPS). We describe the architecture of NNV, its core technology, and emphasize the approach and setup used for the Verification of Neural Networks Competition (VNN-COMP).