kirancodes.me
To Proof Maintenance & Beyond!

26,098 papers · page 45 of 1,305

Efficient Neural Network Verification via Order Leading Exploration of Branch-and-Bound Trees

Guanqin Zhang, Kota Fukuda, Zhenya Zhang, H. M. N. Dilum Bandara, Shiping Chen, Jianjun Zhao, Yulei Sui

The vulnerability of neural networks to adversarial perturbations has necessitated formal verification techniques that can rigorously certify the quality of neural networks. As the state-of-the-art, branch-and-bound (BaB) is a "divide-and-conquer" strategy that applies off-the-sh…

Neural Network Verification is a Programming Language Challenge

Lucas C. Cordeiro, Matthew L. Daggitt, Julien Girard-Satabin, Omri Isac, Taylor T. Johnson, Guy Katz, Ekaterina Komendantskaya, Augustin Lemesle + 3 more

Abstract Neural network verification is a new and rapidly developing field of research. So far, the main priority has been establishing efficient verification algorithms and tools, while proper support from the programming language perspective has been considered secondary or uni…