Defending Distributed Classifiers Against Data Poisoning Attacks
Authors: Sandamal Weerasinghe, Tansu Alpcan, Sarah M. Erfani, Christopher Leckie | Published: 2020-08-21
Defending Regression Learners Against Poisoning Attacks
Authors: Sandamal Weerasinghe, Sarah M. Erfani, Tansu Alpcan, Christopher Leckie, Justin Kopacz | Published: 2020-08-21
A(DP)$^2$SGD: Asynchronous Decentralized Parallel Stochastic Gradient Descent with Differential Privacy
Authors: Jie Xu, Wei Zhang, Fei Wang | Published: 2020-08-21
PicoDomain: A Compact High-Fidelity Cybersecurity Dataset
Authors: Craig Laprade, Benjamin Bowman, H. Howie Huang | Published: 2020-08-20
NoPeek: Information leakage reduction to share activations in distributed deep learning
Authors: Praneeth Vepakomma, Abhishek Singh, Otkrist Gupta, Ramesh Raskar | Published: 2020-08-20
Towards adversarial robustness with 01 loss neural networks
Authors: Yunzhe Xue, Meiyan Xie, Usman Roshan | Published: 2020-08-20
On $\ell_p$-norm Robustness of Ensemble Stumps and Trees
Authors: Yihan Wang, Huan Zhang, Hongge Chen, Duane Boning, Cho-Jui Hsieh | Published: 2020-08-20 | Updated: 2020-09-29
When Homomorphic Encryption Marries Secret Sharing: Secure Large-Scale Sparse Logistic Regression and Applications in Risk Control
Authors: Chaochao Chen, Jun Zhou, Li Wang, Xibin Wu, Wenjing Fang, Jin Tan, Lei Wang, Alex X. Liu, Hao Wang, Cheng Hong | Published: 2020-08-20 | Updated: 2021-05-31
Profile Matching Across Online Social Networks
Authors: Anisa Halimi, Erman Ayday | Published: 2020-08-20
GraphReach: Position-Aware Graph Neural Network using Reachability Estimations
Authors: Sunil Nishad, Shubhangi Agarwal, Arnab Bhattacharya, Sayan Ranu | Published: 2020-08-19 | Updated: 2021-08-20