Search Results for author: Hai Duong

Found 2 papers, 2 papers with code

Harnessing Neuron Stability to Improve DNN Verification

2 code implementations19 Jan 2024 Hai Duong, Dong Xu, ThanhVu Nguyen, Matthew B. Dwyer

We evaluate the effectiveness of VeriStable across a range of challenging benchmarks including fully-connected feedforward networks (FNNs), convolutional neural networks (CNNs) and residual networks (ResNets) applied to the standard MNIST and CIFAR datasets.

A DPLL(T) Framework for Verifying Deep Neural Networks

2 code implementations17 Jul 2023 Hai Duong, ThanhVu Nguyen, Matthew Dwyer

Deep Neural Networks (DNNs) have emerged as an effective approach to tackling real-world problems.

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