AIセキュリティポータルbot

Private Knowledge Transfer via Model Distillation with Generative Adversarial Networks

Authors: Di Gao, Cheng Zhuo | Published: 2020-04-05
プライバシー問題
情報理論的プライバシー
最適化問題

Differential 3D Facial Recognition: Adding 3D to Your State-of-the-Art 2D Method

Authors: J. Matias Di Martino, Fernando Suzacq, Mauricio Delbracio, Qiang Qiu, Guillermo Sapiro | Published: 2020-04-03
3D特徴抽出
ロバスト性分析
顔認識

An Overview of Federated Deep Learning Privacy Attacks and Defensive Strategies

Authors: David Enthoven, Zaid Al-Ars | Published: 2020-04-01
ポイズニング
攻撃の評価
防御手法

Botnet Detection Using Recurrent Variational Autoencoder

Authors: Jeeyung Kim, Alex Sim, Jinoh Kim, Kesheng Wu | Published: 2020-04-01
マルウェア検出手法
機械学習の応用
生成モデル

MetaPoison: Practical General-purpose Clean-label Data Poisoning

Authors: W. Ronny Huang, Jonas Geiping, Liam Fowl, Gavin Taylor, Tom Goldstein | Published: 2020-04-01 | Updated: 2021-02-21
バックドア攻撃
ポイズニング
敵対的サンプル

Information Leakage in Embedding Models

Authors: Congzheng Song, Ananth Raghunathan | Published: 2020-03-31 | Updated: 2020-08-19
プライバシー保護手法
プライバシー問題
メンバーシップ推論

Differentially Private Naive Bayes Classifier using Smooth Sensitivity

Authors: Farzad Zafarani, Chris Clifton | Published: 2020-03-31 | Updated: 2021-07-19
プライバシー保護手法
機械学習の応用
計算効率

Policy Teaching via Environment Poisoning: Training-time Adversarial Attacks against Reinforcement Learning

Authors: Amin Rakhsha, Goran Radanovic, Rati Devidze, Xiaojin Zhu, Adish Singla | Published: 2020-03-28 | Updated: 2020-08-19
報酬の毒性
強化学習
攻撃タイプ

Adaptive Reward-Poisoning Attacks against Reinforcement Learning

Authors: Xuezhou Zhang, Yuzhe Ma, Adish Singla, Xiaojin Zhu | Published: 2020-03-27 | Updated: 2020-06-22
Q-Learningアルゴリズム
バックドア攻撃
強化学習攻撃

A Separation Result Between Data-oblivious and Data-aware Poisoning Attacks

Authors: Samuel Deng, Sanjam Garg, Somesh Jha, Saeed Mahloujifar, Mohammad Mahmoody, Abhradeep Thakurta | Published: 2020-03-26 | Updated: 2021-12-13
ポイズニング
敵対的攻撃手法
脆弱性攻撃手法