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Continual Assurance of Learning-Enabled, Cyber-Physical Systems (LE-CPS)
  1. Taylor Johnson

Taylor Johnson's Publications

ARCH-COMP19 Category Report: Artificial Intelligence / Neural Network Control Systems (AINNCS) for Continuous and Hybrid Systems Plants
Verification of Closed-loop Systems with Neural Network Controllers (Benchmark Proposal)
Specification-Guided Safety Verification for Feedforward Neural Networks
Verification for Machine Learning, Autonomy, and Neural Networks Survey
Reachability Analysis and Safety Verification for Neural Network Control Systems
Reachable Set Estimation and Verification for Neural Network Models of Nonlinear Dynamic Systems
Reachable Set Computation and Safety Verification for Neural Networks with ReLU Activations
Output Reachable Set Estimation and Verification for Multi-Layer Neural Networks
Parallelizable Reachability Analsysis Algorithms for FeedForward Neural Networks
Safety Verification of Cyber-Physical Systems with Reinforcement Learning Control

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Supported by DARPA Assured Autonomy Program, Fundamental Research - Contract FA8750-18-C-0089

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