文献データベース

The Role of Adaptive Optimizers for Honest Private Hyperparameter Selection

Authors: Shubhankar Mohapatra, Sajin Sasy, Xi He, Gautam Kamath, Om Thakkar | Published: 2021-11-09
DP-SGD
プライバシーリスク管理
モデル選択

Distribution-Invariant Differential Privacy

Authors: Xuan Bi, Xiaotong Shen | Published: 2021-11-08 | Updated: 2022-06-06
データ選択戦略
プライバシーリスク管理
線形モデル

Bayesian Framework for Gradient Leakage

Authors: Mislav Balunović, Dimitar I. Dimitrov, Robin Staab, Martin Vechev | Published: 2021-11-08 | Updated: 2022-03-17
バックドア攻撃
ポイズニング
防御メカニズム

HAPSSA: Holistic Approach to PDF Malware Detection Using Signal and Statistical Analysis

Authors: Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Satish Chikkagoudar, Shivkumar Chandrasekaran, B. S. Manjunath | Published: 2021-11-08
PDFマルウェア分析
データセット生成
機械学習アルゴリズム

Robust and Information-theoretically Safe Bias Classifier against Adversarial Attacks

Authors: Lijia Yu, Xiao-Shan Gao | Published: 2021-11-08 | Updated: 2022-02-14
一般化性能
敵対的攻撃手法
防御メカニズム

Get a Model! Model Hijacking Attack Against Machine Learning Models

Authors: Ahmed Salem, Michael Backes, Yang Zhang | Published: 2021-11-08
データセット評価
バックドア攻撃
敵対的攻撃手法

Graph Robustness Benchmark: Benchmarking the Adversarial Robustness of Graph Machine Learning

Authors: Qinkai Zheng, Xu Zou, Yuxiao Dong, Yukuo Cen, Da Yin, Jiarong Xu, Yang Yang, Jie Tang | Published: 2021-11-08
データセット評価
ポイズニング
一般化性能

An Adaptive Honeypot Configuration, Deployment and Maintenance Strategy

Authors: Daniel Fraunholz, Marc Zimmermann, Hans D. Schotten | Published: 2021-11-06
ICSハニーポット開発
アルゴリズム
適応型敵対的訓練

Secure Machine Learning in the Cloud Using One Way Scrambling by Deconvolution

Authors: Yiftach Savransky, Roni Mateless, Gilad Katz | Published: 2021-11-04
データ生成
プライバシー保護
再構築耐久性

Adversarial Attacks on Graph Classification via Bayesian Optimisation

Authors: Xingchen Wan, Henry Kenlay, Binxin Ru, Arno Blaas, Michael A. Osborne, Xiaowen Dong | Published: 2021-11-04
グラフ機械学習の説明可能性
ポイズニング
敵対的攻撃手法