Adversary Detection in Neural Networks via Persistent Homology

28 November 2017

Papers citing "Adversary Detection in Neural Networks via Persistent Homology"

6 / 6 papers shown

Title
Topology of Out-of-Distribution Examples in Deep Neural Networks Esha Datta Johanna Hennig Eva Domschot Connor Mattes Michael R. Smith 72 0 0 21 Jan 2025
Diffeomorphic interpolation for efficient persistence-based topological optimization Mathieu Carrière Marc Theveneau Théo Lacombe 26 1 0 29 May 2024
An Adversarial Robustness Perspective on the Topology of Neural Networks Morgane Goibert Thomas Ricatte Elvis Dohmatob AAML 16 2 0 04 Nov 2022
Topology and geometry of data manifold in deep learning German Magai A. Ayzenberg AAML 21 11 0 19 Apr 2022
Topological Detection of Trojaned Neural Networks Songzhu Zheng Yikai Zhang H. Wagner Mayank Goswami Chao Chen AAML 32 40 0 11 Jun 2021
Topological Uncertainty: Monitoring trained neural networks through persistence of activation graphs Théo Lacombe Yuichi Ike Mathieu Carrière Frédéric Chazal Marc Glisse Yuhei Umeda 29 20 0 07 May 2021