REGroup: Rank-aggregating Ensemble of Generative Classifiers for Robust Predictions
Authors: Lokender Tiwari, Anish Madan, Saket Anand, Subhashis Banerjee | Published: 2020-06-18 | Updated: 2021-11-24
Poisoning
Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing
Authors: Sai Praneeth Karimireddy, Lie He, Martin Jaggi | Published: 2020-06-16 | Updated: 2023-11-22
On Adversarial Bias and the Robustness of Fair Machine Learning
Authors: Hongyan Chang, Ta Duy Nguyen, Sasi Kumar Murakonda, Ehsan Kazemi, Reza Shokri | Published: 2020-06-15
Robust Federated Recommendation System
Authors: Chen Chen, Jingfeng Zhang, Anthony K. H. Tung, Mohan Kankanhalli, Gang Chen | Published: 2020-06-15
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
Adversarial Self-Supervised Contrastive Learning
Authors: Minseon Kim, Jihoon Tack, Sung Ju Hwang | Published: 2020-06-13 | Updated: 2020-10-26
Backdoor Attacks on Federated Meta-Learning
Authors: Chien-Lun Chen, Leana Golubchik, Marco Paolieri | Published: 2020-06-12 | Updated: 2020-12-16
Backdoors in Neural Models of Source Code
Authors: Goutham Ramakrishnan, Aws Albarghouthi | Published: 2020-06-11
Sponge Examples: Energy-Latency Attacks on Neural Networks
Authors: Ilia Shumailov, Yiren Zhao, Daniel Bates, Nicolas Papernot, Robert Mullins, Ross Anderson | Published: 2020-06-05 | Updated: 2021-05-12
Perturbation Analysis of Gradient-based Adversarial Attacks
Authors: Utku Ozbulak, Manvel Gasparyan, Wesley De Neve, Arnout Van Messem | Published: 2020-06-02