A Survey on Verification and Validation, Testing and Evaluations of Neurosymbolic Artificial Intelligence

no code implementations • 6 Jan 2024 • Justus Renkhoff, Ke Feng, Marc Meier-Doernberg, Alvaro Velasquez, Houbing Herbert Song

Since neurosymbolic AI combines the advantages of both symbolic and sub-symbolic AI, this survey explores how neurosymbolic applications can ease the V&V process.

NoiseCAM: Explainable AI for the Boundary Between Noise and Adversarial Attacks

no code implementations • 9 Mar 2023 • Wenkai Tan, Justus Renkhoff, Alvaro Velasquez, Ziyu Wang, Lusi Li, Jian Wang, Shuteng Niu, Fan Yang, Yongxin Liu, Houbing Song

Our work could provide a useful tool to defend against certain adversarial attacks on deep neural networks.

Exploring Adversarial Attacks on Neural Networks: An Explainable Approach

1 code implementation • 8 Mar 2023 • Justus Renkhoff, Wenkai Tan, Alvaro Velasquez, illiam Yichen Wang, Yongxin Liu, Jian Wang, Shuteng Niu, Lejla Begic Fazlic, Guido Dartmann, Houbing Song

Finally, we demonstrate that the layers $Block4\_conv1$ and $Block5\_cov1$ of the VGG-16 model are more susceptible to adversarial attacks.

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