Algorithm

A Decentralized Federated Learning Framework via Committee Mechanism with Convergence Guarantee

Authors: Chunjiang Che, Xiaoli Li, Chuan Chen, Xiaoyu He, Zibin Zheng | Published: 2021-08-01 | Updated: 2022-09-08
Algorithm
Robustness
Federated Learning

PiBase: An IoT-based Security System using Raspberry Pi and Google Firebase

Authors: Venkat Margapuri, Niketa Penumajji, Mitchell Neilsen | Published: 2021-07-29
Algorithm
Machine Learning Algorithm
Face Recognition System

Subsequent embedding in targeted image steganalysis: Theoretical framework and practical applications

Authors: David Megías, Daniel Lerch-Hostalot | Published: 2021-07-29 | Updated: 2022-03-15
Algorithm
Experimental Validation
Watermark Robustness

Fully Homomorphically Encrypted Deep Learning as a Service

Authors: George Onoufriou, Paul Mayfield, Georgios Leontidis | Published: 2021-07-26
Algorithm
Data Dependency
Privacy Leakage

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
Algorithm
Poisoning
Fundamentals of Machine Learning

Provably Robust Metric Learning

Authors: Lu Wang, Xuanqing Liu, Jinfeng Yi, Yuan Jiang, Cho-Jui Hsieh | Published: 2020-06-12 | Updated: 2020-12-19
Algorithm
Adversarial Attack Detection
Optimization Methods

On the Tightness of Semidefinite Relaxations for Certifying Robustness to Adversarial Examples

Authors: Richard Y. Zhang | Published: 2020-06-11 | Updated: 2020-10-26
Algorithm
Safety Characteristics
Fundamentals of Machine Learning

Interpolation between Residual and Non-Residual Networks

Authors: Zonghan Yang, Yang Liu, Chenglong Bao, Zuoqiang Shi | Published: 2020-06-10 | Updated: 2020-08-16
Algorithm
Performance Evaluation
Improvement of Learning

Low Distortion Block-Resampling with Spatially Stochastic Networks

Authors: Sarah Jane Hong, Martin Arjovsky, Darryl Barnhart, Ian Thompson | Published: 2020-06-09 | Updated: 2020-12-10
Algorithm
Improvement of Learning
Challenges of Generative Models

Approximating Lipschitz continuous functions with GroupSort neural networks

Authors: Ugo Tanielian, Maxime Sangnier, Gerard Biau | Published: 2020-06-09 | Updated: 2021-02-08
Algorithm
Mesoscopic Linearity
Fundamentals of Machine Learning