AIセキュリティポータルbot

Deepfake histological images for enhancing digital pathology

Authors: Kianoush Falahkheirkhah, Saumya Tiwari, Kevin Yeh, Sounak Gupta, Loren Herrera-Hernandez, Michael R. McCarthy, Rafael E. Jimenez, John C. Cheville, Rohit Bhargava | Published: 2022-06-16
アルゴリズム
医療AIの脅威
性能評価

On Private Online Convex Optimization: Optimal Algorithms in $\ell_p$-Geometry and High Dimensional Contextual Bandits

Authors: Yuxuan Han, Zhicong Liang, Zhipeng Liang, Yang Wang, Yuan Yao, Jiheng Zhang | Published: 2022-06-16
アルゴリズム
オンライン意思決定
性能評価

When a RF Beats a CNN and GRU, Together — A Comparison of Deep Learning and Classical Machine Learning Approaches for Encrypted Malware Traffic Classification

Authors: Adi Lichy, Ofek Bader, Ran Dubin, Amit Dvir, Chen Hajaj | Published: 2022-06-16
セキュリティ分析
データ選択戦略
分類パターン分析

BlindFL: Vertical Federated Machine Learning without Peeking into Your Data

Authors: Fangcheng Fu, Huanran Xue, Yong Cheng, Yangyu Tao, Bin Cui | Published: 2022-06-16
アルゴリズム
プライバシー保護プロトコル
多者計算

Architectural Backdoors in Neural Networks

Authors: Mikel Bober-Irizar, Ilia Shumailov, Yiren Zhao, Robert Mullins, Nicolas Papernot | Published: 2022-06-15
敵対的学習
敵対的攻撃
脅威モデル

HyperImpute: Generalized Iterative Imputation with Automatic Model Selection

Authors: Daniel Jarrett, Bogdan Cebere, Tennison Liu, Alicia Curth, Mihaela van der Schaar | Published: 2022-06-15
アルゴリズム
ハイパーパラメータ調整
性能評価指標

Reconstructing Training Data from Trained Neural Networks

Authors: Niv Haim, Gal Vardi, Gilad Yehudai, Ohad Shamir, Michal Irani | Published: 2022-06-15 | Updated: 2022-12-05
ハイパーパラメータ調整
性能評価指標
敵対的学習

Learn to Adapt: Robust Drift Detection in Security Domain

Authors: Aditya Kuppa, Nhien-An Le-Khac | Published: 2022-06-15
ドリフト検出手法
性能評価指標
敵対的学習

YOU SHALL NOT COMPUTE on my Data: Access Policies for Privacy-Preserving Data Marketplaces and an Implementation for a Distributed Market using MPC

Authors: Stefan More, Lukas Alber | Published: 2022-06-15
アクセス制御
セキュリティ分析
データ選択戦略

Morphence-2.0: Evasion-Resilient Moving Target Defense Powered by Out-of-Distribution Detection

Authors: Abderrahmen Amich, Ata Kaboudi, Birhanu Eshete | Published: 2022-06-15
ロバスト性
敵対的サンプル
敵対的攻撃手法