Machine Learning Algorithm

Free-rider Attacks on Model Aggregation in Federated Learning

Authors: Yann Fraboni, Richard Vidal, Marco Lorenzi | Published: 2020-06-21 | Updated: 2021-02-22
Attack Methods against DFL
SGD Characteristics
Machine Learning Algorithm

Rotation-Equivariant Neural Networks for Privacy Protection

Authors: Hao Zhang, Yiting Chen, Haotian Ma, Xu Cheng, Qihan Ren, Liyao Xiang, Jie Shi, Quanshi Zhang | Published: 2020-06-21
Machine Learning Algorithm
Feature Extraction Method
Watermarking Technology

OGAN: Disrupting Deepfakes with an Adversarial Attack that Survives Training

Authors: Eran Segalis, Eran Galili | Published: 2020-06-17 | Updated: 2020-11-25
Adversarial Attack Methods
Machine Learning Algorithm
Image Processing

BLAZE: Blazing Fast Privacy-Preserving Machine Learning

Authors: Arpita Patra, Ajith Suresh | Published: 2020-05-18
MPC Algorithm
Machine Learning Algorithm
Computational Efficiency

Large-Scale Secure XGB for Vertical Federated Learning

Authors: Wenjing Fang, Derun Zhao, Jin Tan, Chaochao Chen, Chaofan Yu, Li Wang, Lei Wang, Jun Zhou, Benyu Zhang | Published: 2020-05-18 | Updated: 2021-09-02
Machine Learning Algorithm
Computational Efficiency
Federated Learning System

Encryption Inspired Adversarial Defense for Visual Classification

Authors: MaungMaung AprilPyone, Hitoshi Kiya | Published: 2020-05-16
Machine Learning Algorithm
Machine Learning Method
Defense Effectiveness Analysis

Byzantine-Resilient SGD in High Dimensions on Heterogeneous Data

Authors: Deepesh Data, Suhas Diggavi | Published: 2020-05-16
Algorithm
Loss Function
Machine Learning Algorithm

Towards Assessment of Randomized Smoothing Mechanisms for Certifying Adversarial Robustness

Authors: Tianhang Zheng, Di Wang, Baochun Li, Jinhui Xu | Published: 2020-05-15 | Updated: 2020-06-07
Algorithm
Machine Learning Algorithm
Machine Learning Method

Protecting the integrity of the training procedure of neural networks

Authors: Christian Berghoff | Published: 2020-05-14
Data Dependency
Training Method
Machine Learning Algorithm

Phishing URL Detection Through Top-level Domain Analysis: A Descriptive Approach

Authors: Orestis Christou, Nikolaos Pitropakis, Pavlos Papadopoulos, Sean McKeown, William J. Buchanan | Published: 2020-05-13
URL analysis techniques
Random Forest
Machine Learning Algorithm