91 citations · 114 across the 8 of their papers we have counts for
3 papers · 1 filter
Reachable Set Estimation for Neural Network Control Systems: A Simulation-Guided Approach
Weiming Xiang, Hoang-Dung Tran, Xiaodong Yang +1
The vulnerability of artificial intelligence (AI) and machine learning (ML) against adversarial disturbances and attacks significantly restricts their applicability in safety-criti…
NNV: The Neural Network Verification Tool for Deep Neural Networks and Learning-Enabled Cyber-Physical Systems
Hoang-Dung Tran, Xiaodong Yang, Diego Manzanas Lopez +5
This paper presents the Neural Network Verification (NNV) software tool, a set-based verification framework for deep neural networks (DNNs) and learning-enabled cyber-physical syst…
Reachability Analysis for Feed-Forward Neural Networks using Face Lattices
Xiaodong Yang, Hoang-Dung Tran, Weiming Xiang +1
The paper introduces a parallelizable method that uses face lattices to compute exact reachable sets for feed‑forward ReLU neural networks, enabling more efficient safety verificat…