On the Robustness of Convolutional Neural Networks to Internal
Architecture and Weight Perturbations

On the Robustness of Convolutional Neural Networks to Internal Architecture and Weight Perturbations

23 March 2017

Martin Schrimpf

Gabriel Kreiman

Papers citing "On the Robustness of Convolutional Neural Networks to Internal Architecture and Weight Perturbations"

14 / 14 papers shown

Title
WeiPer: OOD Detection using Weight Perturbations of Class Projections Maximilian Granz Manuel Heurich Tim Landgraf OODD 48 1 0 27 May 2024
Investigating Weight-Perturbed Deep Neural Networks With Application in Iris Presentation Attack Detection Renu Sharma Redwan Sony Arun Ross AAML 21 3 0 21 Nov 2023
Combining Gradients and Probabilities for Heterogeneous Approximation of Neural Networks E. Trommer Bernd Waschneck Akash Kumar 20 6 0 15 Aug 2022
Adversarial Robustness in Deep Learning: Attacks on Fragile Neurons Chandresh Pravin Ivan Martino Giuseppe Nicosia Varun Ojha AAML 26 2 0 31 Jan 2022
Random and Adversarial Bit Error Robustness: Energy-Efficient and Secure DNN Accelerators David Stutz Nandhini Chandramoorthy Matthias Hein Bernt Schiele AAML MQ 24 18 0 16 Apr 2021
Relating Adversarially Robust Generalization to Flat Minima David Stutz Matthias Hein Bernt Schiele OOD 38 65 0 09 Apr 2021
Non-Singular Adversarial Robustness of Neural Networks Yu-Lin Tsai Chia-Yi Hsu Chia-Mu Yu Pin-Yu Chen AAML OOD 22 5 0 23 Feb 2021
How Do You Act? An Empirical Study to Understand Behavior of Deep Reinforcement Learning Agents Richard Meyes Moritz Schneider Tobias Meisen 28 2 0 07 Apr 2020
Under the Hood of Neural Networks: Characterizing Learned Representations by Functional Neuron Populations and Network Ablations Richard Meyes Constantin Waubert de Puiseau Andres Felipe Posada-Moreno Tobias Meisen AI4CE 30 21 0 02 Apr 2020
When Single Event Upset Meets Deep Neural Networks: Observations, Explorations, and Remedies Zheyu Yan Yiyu Shi Wang Liao M. Hashimoto Xichuan Zhou Cheng Zhuo AAML 14 48 0 10 Sep 2019
On the security relevance of weights in deep learning Kathrin Grosse T. A. Trost Marius Mosbach Michael Backes Dietrich Klakow AAML 32 6 0 08 Feb 2019
Gradient Band-based Adversarial Training for Generalized Attack Immunity of A3C Path Finding Tong Chen Wenjia Niu Yingxiao Xiang XiaoXuan Bai Jiqiang Liu Zhen Han Gang Li AAML 17 22 0 18 Jul 2018
On the importance of single directions for generalization Ari S. Morcos David Barrett Neil C. Rabinowitz M. Botvinick 27 329 0 19 Mar 2018
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 266 7,639 0 03 Jul 2012