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