Robust Variational Autoencoder for Tabular Data with Beta Divergence
Authors: Haleh Akrami, Sergul Aydore, Richard M. Leahy, Anand A. Joshi | Published: 2020-06-15 | Updated: 2020-06-16
GNNGuard: Defending Graph Neural Networks against Adversarial Attacks
Authors: Xiang Zhang, Marinka Zitnik | Published: 2020-06-15 | Updated: 2020-10-28
Timely Detection and Mitigation of Stealthy DDoS Attacks via IoT Networks
Authors: Keval Doshi, Yasin Yilmaz, Suleyman Uludag | Published: 2020-06-15
Sparsity Turns Adversarial: Energy and Latency Attacks on Deep Neural Networks
Authors: Sarada Krithivasan, Sanchari Sen, Anand Raghunathan | Published: 2020-06-14 | Updated: 2020-09-14
Fairness Under Feature Exemptions: Counterfactual and Observational Measures
Authors: Sanghamitra Dutta, Praveen Venkatesh, Piotr Mardziel, Anupam Datta, Pulkit Grover | Published: 2020-06-14 | Updated: 2021-08-06
On the transferability of adversarial examples between convex and 01 loss models
Authors: Yunzhe Xue, Meiyan Xie, Usman Roshan | Published: 2020-06-14 | Updated: 2020-07-29
PatchUp: A Feature-Space Block-Level Regularization Technique for Convolutional Neural Networks
Authors: Mojtaba Faramarzi, Mohammad Amini, Akilesh Badrinaaraayanan, Vikas Verma, Sarath Chandar | Published: 2020-06-14 | Updated: 2023-01-07
Defending SVMs against Poisoning Attacks: the Hardness and DBSCAN Approach
Authors: Hu Ding, Fan Yang, Jiawei Huang | Published: 2020-06-14 | Updated: 2021-02-20
Defensive Approximation: Securing CNNs using Approximate Computing
Authors: Amira Guesmi, Ihsen Alouani, Khaled Khasawneh, Mouna Baklouti, Tarek Frikha, Mohamed Abid, Nael Abu-Ghazaleh | Published: 2020-06-13 | Updated: 2021-07-29
Rethinking Clustering for Robustness
Authors: Motasem Alfarra, Juan C. Pérez, Adel Bibi, Ali Thabet, Pablo Arbeláez, Bernard Ghanem | Published: 2020-06-13 | Updated: 2021-11-19