AIセキュリティポータルbot

Input Hessian Regularization of Neural Networks

Authors: Waleed Mustafa, Robert A. Vandermeulen, Marius Kloft | Published: 2020-09-14
ポイズニング
ロバスト回帰
敵対的訓練

Dual-Mandate Patrols: Multi-Armed Bandits for Green Security

Authors: Lily Xu, Elizabeth Bondi, Fei Fang, Andrew Perrault, Kai Wang, Milind Tambe | Published: 2020-09-14 | Updated: 2024-04-26
報酬メカニズム設計
性能評価指標
最適化アルゴリズムの選択と評価

A Game Theoretic Analysis of Additive Adversarial Attacks and Defenses

Authors: Ambar Pal, René Vidal | Published: 2020-09-14 | Updated: 2020-11-11
ゲーム理論
ポイズニング
敵対的訓練

SAPAG: A Self-Adaptive Privacy Attack From Gradients

Authors: Yijue Wang, Jieren Deng, Dan Guo, Chenghong Wang, Xianrui Meng, Hang Liu, Caiwen Ding, Sanguthevar Rajasekaran | Published: 2020-09-14
プライバシー問題
再構築耐久性
分散学習

Manifold attack

Authors: Khanh-Hung Tran, Fred-Maurice Ngole-Mboula, Jean-Luc Starck | Published: 2020-09-13 | Updated: 2021-03-17
メンバーシップ推論
性能評価
敵対的攻撃手法

MACE: A Flexible Framework for Membership Privacy Estimation in Generative Models

Authors: Yixi Xu, Sumit Mukherjee, Xiyang Liu, Shruti Tople, Rahul Dodhia, Juan Lavista Ferres | Published: 2020-09-11 | Updated: 2022-10-12
データ生成
メンバーシップ開示リスク
評価手法

Quantifying Membership Inference Vulnerability via Generalization Gap and Other Model Metrics

Authors: Jason W. Bentley, Daniel Gibney, Gary Hoppenworth, Sumit Kumar Jha | Published: 2020-09-11
メンバーシップ推論
メンバーシップ開示リスク
敵対的攻撃手法

Machine Unlearning for Random Forests

Authors: Jonathan Brophy, Daniel Lowd | Published: 2020-09-11 | Updated: 2021-06-11
データ削除アルゴリズム
マシン・アンラーニング
性能評価指標

Federated Model Distillation with Noise-Free Differential Privacy

Authors: Lichao Sun, Lingjuan Lyu | Published: 2020-09-11 | Updated: 2021-05-21
性能評価
機械学習技術
評価手法

Second Order Optimization for Adversarial Robustness and Interpretability

Authors: Theodoros Tsiligkaridis, Jay Roberts | Published: 2020-09-10
性能評価
敵対的攻撃手法
深層学習技術