文献データベース

Advanced Evasion Attacks and Mitigations on Practical ML-Based Phishing Website Classifiers

Authors: Yusi Lei, Sen Chen, Lingling Fan, Fu Song, Yang Liu | Published: 2020-04-15
プロンプトインジェクション
攻撃タイプ
防御手法

Poisoning Attacks on Algorithmic Fairness

Authors: David Solans, Battista Biggio, Carlos Castillo | Published: 2020-04-15 | Updated: 2020-06-26
アルゴリズムの公平性
ポイズニング
最適化手法

Weight Poisoning Attacks on Pre-trained Models

Authors: Keita Kurita, Paul Michel, Graham Neubig | Published: 2020-04-14
バックドア攻撃
ポイズニング
敵対的学習

Extending Adversarial Attacks to Produce Adversarial Class Probability Distributions

Authors: Jon Vadillo, Roberto Santana, Jose A. Lozano | Published: 2020-04-14 | Updated: 2023-01-25
ロバスト性評価
敵対的サンプル
敵対的学習

Towards Robust Classification with Image Quality Assessment

Authors: Yeli Feng, Yiyu Cai | Published: 2020-04-14
ロバスト性
敵対的サンプル
深層学習

DarkneTZ: Towards Model Privacy at the Edge using Trusted Execution Environments

Authors: Fan Mo, Ali Shahin Shamsabadi, Kleomenis Katevas, Soteris Demetriou, Ilias Leontiadis, Andrea Cavallaro, Hamed Haddadi | Published: 2020-04-12
TEE実装
プライバシー問題
計算効率

PrivEdge: From Local to Distributed Private Training and Prediction

Authors: Ali Shahin Shamsabadi, Adria Gascon, Hamed Haddadi, Andrea Cavallaro | Published: 2020-04-12
プライバシー保護手法
プライバシー問題
画像処理

Certifiable Robustness to Adversarial State Uncertainty in Deep Reinforcement Learning

Authors: Michael Everett, Bjorn Lutjens, Jonathan P. How | Published: 2020-04-11 | Updated: 2022-02-02
マルチエージェント強化学習
ロバスト性
深層学習

Domain Adaptive Transfer Attack (DATA)-based Segmentation Networks for Building Extraction from Aerial Images

Authors: Younghwan Na, Jun Hee Kim, Kyungsu Lee, Juhum Park, Jae Youn Hwang, Jihwan P. Choi | Published: 2020-04-11 | Updated: 2020-04-29
セマンティック情報抽出
一般化性能
敵対的攻撃手法

Machine Learning Based Solutions for Security of Internet of Things (IoT): A Survey

Authors: Syeda Manjia Tahsien, Hadis Karimipour, Petros Spachos | Published: 2020-04-11
セキュリティ分析
攻撃の評価
攻撃検出