Fuzzing automatic differentiation in deep-learning libraries

C Yang, Y Deng, J Yao, Y Tu, H Li… - 2023 IEEE/ACM 45th …, 2023 - ieeexplore.ieee.org
Deep learning (DL) has attracted wide attention and has been widely deployed in recent
years. As a result, more and more research efforts have been dedicated to testing DL …

Training for Verification: Increasing Neuron Stability to Scale DNN Verification

D Xu, NJ Mozumder, H Duong, MB Dwyer - … on Tools and Algorithms for the …, 2024 - Springer
With the growing use of deep neural networks (DNN) in mission and safety-critical
applications, there is an increasing interest in DNN verification. Unfortunately, increasingly …