Machine Learning Method

Asynchronous Byzantine Machine Learning (the case of SGD)

Authors: Georgios Damaskinos, El Mahdi El Mhamdi, Rachid Guerraoui, Rhicheek Patra, Mahsa Taziki | Published: 2018-02-22 | Updated: 2018-07-09
Methods to Address Dynamic Byzantine Behavior
Machine Learning Method
Adaptive Learning Rate

The Hidden Vulnerability of Distributed Learning in Byzantium

Authors: El Mahdi El Mhamdi, Rachid Guerraoui, Sébastien Rouault | Published: 2018-02-22 | Updated: 2018-07-17
Poisoning
Adversarial attack
Machine Learning Method

Shield: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression

Authors: Nilaksh Das, Madhuri Shanbhogue, Shang-Tse Chen, Fred Hohman, Siwei Li, Li Chen, Michael E. Kounavis, Duen Horng Chau | Published: 2018-02-19
Certified Robustness
Adversarial attack
Machine Learning Method

Actions Speak Louder Than Goals: Valuing Player Actions in Soccer

Authors: Tom Decroos, Lotte Bransen, Jan Van Haaren, Jesse Davis | Published: 2018-02-18 | Updated: 2019-07-10
Privacy Management
User Behavior Analysis
Machine Learning Method

Generative Models for Spear Phishing Posts on Social Media

Authors: John Seymour, Philip Tully | Published: 2018-02-14
Data Collection
User Activity Analysis
Machine Learning Method

Distributed One-class Learning

Authors: Ali Shahin Shamsabadi, Hamed Haddadi, Andrea Cavallaro | Published: 2018-02-10
Privacy Protection Mechanism
Adversarial Learning
Machine Learning Method

URLNet: Learning a URL Representation with Deep Learning for Malicious URL Detection

Authors: Hung Le, Quang Pham, Doyen Sahoo, Steven C. H. Hoi | Published: 2018-02-09 | Updated: 2018-03-02
Membership Inference
Model Inversion
Machine Learning Method

A Game-Theoretic Approach to Design Secure and Resilient Distributed Support Vector Machines

Authors: Rui Zhang, Quanyan Zhu | Published: 2018-02-07
Multi-Objective Optimization
Adversarial attack
Machine Learning Method

CryptoRec: Privacy-preserving Recommendation as a Service

Authors: Jun Wang, Afonso Arriaga, Qiang Tang, Peter Y. A. Ryan | Published: 2018-02-07 | Updated: 2018-05-13
Privacy Protection Mechanism
Differential Privacy
Machine Learning Method

ModelChain: Decentralized Privacy-Preserving Healthcare Predictive Modeling Framework on Private Blockchain Networks

Authors: Tsung-Ting Kuo, Lucila Ohno-Machado | Published: 2018-02-06
Privacy Protection Mechanism
Blockchain Integration
Machine Learning Method