Differentially Empirical Risk Minimization under the Fairness Lens
Authors: Cuong Tran, My H. Dinh, Ferdinando Fioretto | Published: 2021-06-04 | Updated: 2022-09-08
GRAVITAS: Graphical Reticulated Attack Vectors for Internet-of-Things Aggregate Security
Authors: Jacob Brown, Tanujay Saha, Niraj K. Jha | Published: 2021-05-31
Gradient-based Data Subversion Attack Against Binary Classifiers
Authors: Rosni K Vasu, Sanjay Seetharaman, Shubham Malaviya, Manish Shukla, Sachin Lodha | Published: 2021-05-31
Two Coupled Rejection Metrics Can Tell Adversarial Examples Apart
Authors: Tianyu Pang, Huishuai Zhang, Di He, Yinpeng Dong, Hang Su, Wei Chen, Jun Zhu, Tie-Yan Liu | Published: 2021-05-31 | Updated: 2022-03-31
Robustifying $\ell_\infty$ Adversarial Training to the Union of Perturbation Models
Authors: Ameya D. Patil, Michael Tuttle, Alexander G. Schwing, Naresh R. Shanbhag | Published: 2021-05-31 | Updated: 2021-06-11
Evaluating Resilience of Encrypted Traffic Classification Against Adversarial Evasion Attacks
Authors: Ramy Maarouf, Danish Sattar, Ashraf Matrawy | Published: 2021-05-30
Rethinking Noisy Label Models: Labeler-Dependent Noise with Adversarial Awareness
Authors: Glenn Dawson, Robi Polikar | Published: 2021-05-28 | Updated: 2021-06-05
DeepMoM: Robust Deep Learning With Median-of-Means
Authors: Shih-Ting Huang, Johannes Lederer | Published: 2021-05-28 | Updated: 2021-11-08
Network Activities Recognition and Analysis Based on Supervised Machine Learning Classification Methods Using J48 and Naïve Bayes Algorithm
Authors: Fan Huang | Published: 2021-05-28
Resilient and Adaptive Framework for Large Scale Android Malware Fingerprinting using Deep Learning and NLP Techniques
Authors: ElMouatez Billah Karbab, Mourad Debbabi | Published: 2021-05-27