AIセキュリティポータルbot

Scalable Private Learning with PATE

Authors: Nicolas Papernot, Shuang Song, Ilya Mironov, Ananth Raghunathan, Kunal Talwar, Úlfar Erlingsson | Published: 2018-02-24
Privacy Technique
Differential Privacy
Distance Recovery Algorithm

The Secret Sharer: Evaluating and Testing Unintended Memorization in Neural Networks

Authors: Nicholas Carlini, Chang Liu, Úlfar Erlingsson, Jernej Kos, Dawn Song | Published: 2018-02-22 | Updated: 2019-07-16
Privacy Protection Mechanism
Differential Privacy
Information-Theoretic Evaluation

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

Adversarial Training for Probabilistic Spiking Neural Networks

Authors: Alireza Bagheri, Osvaldo Simeone, Bipin Rajendran | Published: 2018-02-22 | Updated: 2018-02-26
Spiking Neural Network
Adversarial Learning
Adversarial Training

Attack Strength vs. Detectability Dilemma in Adversarial Machine Learning

Authors: Christopher Frederickson, Michael Moore, Glenn Dawson, Robi Polikar | Published: 2018-02-20
Poisoning
Adversarial Example Detection
Adversarial attack

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

Are Generative Classifiers More Robust to Adversarial Attacks?

Authors: Yingzhen Li, John Bradshaw, Yash Sharma | Published: 2018-02-19 | Updated: 2019-05-27
Robustness Evaluation
Adversarial Learning
Adversarial attack

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

WebEye – Automated Collection of Malicious HTTP Traffic

Authors: Johann Vierthaler, Roman Kruszelnicki, Julian Schütte | Published: 2018-02-16
Data Collection
User Activity Analysis
Malicious Website Detection