AIセキュリティポータルbot

Reducing audio membership inference attack accuracy to chance: 4 defenses

Authors: Michael Lomnitz, Nina Lopatina, Paul Gamble, Zigfried Hampel-Arias, Lucas Tindall, Felipe A. Mejia, Maria Alejandra Barrios | Published: 2019-10-31
Privacy Management
Attack Method
Effectiveness Analysis of Defense Methods

Confident Learning: Estimating Uncertainty in Dataset Labels

Authors: Curtis G. Northcutt, Lu Jiang, Isaac L. Chuang | Published: 2019-10-31 | Updated: 2022-08-22
Data Curation
Quantification of Uncertainty
Deep Learning Method

A machine-learning approach to Detect users’ suspicious behaviour through the Facebook wall

Authors: Aimilia Panagiotou, Bogdan Ghita, Stavros Shiaeles, Keltoum Bendiab | Published: 2019-10-31
Open Source Disclosure
Privacy Issues
Future Research

Certifiable Robustness to Graph Perturbations

Authors: Aleksandar Bojchevski, Stephan Günnemann | Published: 2019-10-31 | Updated: 2019-12-19
Graph Neural Network
Attack Method
Vulnerability Assessment Method

A Unified Framework for Data Poisoning Attack to Graph-based Semi-supervised Learning

Authors: Xuanqing Liu, Si Si, Xiaojin Zhu, Yang Li, Cho-Jui Hsieh | Published: 2019-10-30
Convergence analysis
Attack Method
Content Specialized for Toxicity Attacks

Investigating Resistance of Deep Learning-based IDS against Adversaries using min-max Optimization

Authors: Rana Abou Khamis, Omair Shafiq, Ashraf Matrawy | Published: 2019-10-30
Poisoning
Attack Method
Adversarial Example

DeepWiFi: Cognitive WiFi with Deep Learning

Authors: Kemal Davaslioglu, Sohraab Soltani, Tugba Erpek, Yalin E. Sagduyu | Published: 2019-10-29
Simulation Environment
Data Generation
Protocol Procedure

Secure and Efficient Federated Transfer Learning

Authors: Shreya Sharma, Xing Chaoping, Yang Liu, Yan Kang | Published: 2019-10-29 | Updated: 2019-10-30
Privacy Management
Poisoning
Deep Transfer Learning

Privacy Enhanced Multimodal Neural Representations for Emotion Recognition

Authors: Mimansa Jaiswal, Emily Mower Provost | Published: 2019-10-29
Privacy Management
Attack Method
evaluation metrics

MaskedNet: The First Hardware Inference Engine Aiming Power Side-Channel Protection

Authors: Anuj Dubey, Rosario Cammarota, Aydin Aysu | Published: 2019-10-29 | Updated: 2019-12-02
Membership Inference
Attack Method
Effectiveness Analysis of Defense Methods