AIセキュリティポータルbot

Privacy for Free: Communication-Efficient Learning with Differential Privacy Using Sketches

Authors: Tian Li, Zaoxing Liu, Vyas Sekar, Virginia Smith | Published: 2019-11-03 | Updated: 2019-12-06
プライバシー保証
プライバシー管理
通信効率

Online Robustness Training for Deep Reinforcement Learning

Authors: Marc Fischer, Matthew Mirman, Steven Stalder, Martin Vechev | Published: 2019-11-03 | Updated: 2019-11-22
ポイズニング
学習の改善
知識の蒸留

MadNet: Using a MAD Optimization for Defending Against Adversarial Attacks

Authors: Shai Rozenberg, Gal Elidan, Ran El-Yaniv | Published: 2019-11-03 | Updated: 2020-06-12
攻撃手法
敵対的サンプル
防御手法の効果分析

Automatic Detection of Generated Text is Easiest when Humans are Fooled

Authors: Daphne Ippolito, Daniel Duckworth, Chris Callison-Burch, Douglas Eck | Published: 2019-11-02 | Updated: 2020-05-07
AIによる出力の識別
テキストの摂動手法
深層学習手法

Operator and Manufacturer Independent D2D Private Link for Future 5G Networks

Authors: Ayoub Mars, Ahmad Abadleh, Wael Adi | Published: 2019-11-01
セキュアな通信チャネル
プライバシー管理
生体認証キー生成

Privacy-Preserving Machine Learning Using EtC Images

Authors: Ayana Kawamura, Yuma Kinoshita, Hitoshi Kiya | Published: 2019-11-01
プライバシー管理
次元削減手法
知的財産保護

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
プライバシー管理
攻撃手法
防御手法の効果分析

Confident Learning: Estimating Uncertainty in Dataset Labels

Authors: Curtis G. Northcutt, Lu Jiang, Isaac L. Chuang | Published: 2019-10-31 | Updated: 2022-08-22
データキュレーション
不確実性の定量化
深層学習手法

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
オープンソース開示
プライバシー問題
将来の研究

Certifiable Robustness to Graph Perturbations

Authors: Aleksandar Bojchevski, Stephan Günnemann | Published: 2019-10-31 | Updated: 2019-12-19
GNN
攻撃手法
脆弱性評価手法