AIセキュリティポータルbot

PriMaL: A Privacy-Preserving Machine Learning Method for Event Detection in Distributed Sensor Networks

Authors: Stefano Bennati, Catholijn M. Jonker | Published: 2017-03-21
Event Identification
Privacy Protection Mechanism
Decentralized Processing

CSI: A Hybrid Deep Model for Fake News Detection

Authors: Natali Ruchansky, Sungyong Seo, Yan Liu | Published: 2017-03-20 | Updated: 2017-09-03
Data Science Methodology
Model Design and Accuracy
Detection of Misinformation

Counterfactual Fairness

Authors: Matt J. Kusner, Joshua R. Loftus, Chris Russell, Ricardo Silva | Published: 2017-03-20 | Updated: 2018-03-08
Creation of Fair AI Models
Importance of Causal Models
Measurement of Observational Fairness

Fraternal Twins: Unifying Attacks on Machine Learning and Digital Watermarking

Authors: Erwin Quiring, Daniel Arp, Konrad Rieck | Published: 2017-03-16
Backdoor Attack
Attack Pattern Extraction
Defense Mechanism

Understanding Black-box Predictions via Influence Functions

Authors: Pang Wei Koh, Percy Liang | Published: 2017-03-14 | Updated: 2020-12-29
Poisoning
Improvement of Learning
Explainability Evaluation

Implicit Sensor-based Authentication of Smartphone Users with Smartwatch

Authors: Wei-Han Lee, Ruby Lee | Published: 2017-03-10
Security Analysis
Performance Evaluation
Behavioral Authentication System

Tactics of Adversarial Attack on Deep Reinforcement Learning Agents

Authors: Yen-Chen Lin, Zhang-Wei Hong, Yuan-Hong Liao, Meng-Li Shih, Ming-Yu Liu, Min Sun | Published: 2017-03-08 | Updated: 2019-11-13
Attack Pattern Extraction
Adversarial Example
Defense Mechanism

Generative Poisoning Attack Method Against Neural Networks

Authors: Chaofei Yang, Qing Wu, Hai Li, Yiran Chen | Published: 2017-03-03
Trigger Detection
Poisoning
Generative Model

Differentially Private Bayesian Learning on Distributed Data

Authors: Mikko Heikkilä, Eemil Lagerspetz, Samuel Kaski, Kana Shimizu, Sasu Tarkoma, Antti Honkela | Published: 2017-03-03 | Updated: 2017-05-29
Data Privacy Management
Privacy Protection Mechanism
Differential Privacy