文献データベース

Black-box Adversarial Attacks with Bayesian Optimization

Authors: Satya Narayan Shukla, Anit Kumar Sahu, Devin Willmott, J. Zico Kolter | Published: 2019-09-30
ベイズ最適化
モデルの設計や精度
敵対的攻撃手法

Universal Approximation with Certified Networks

Authors: Maximilian Baader, Matthew Mirman, Martin Vechev | Published: 2019-09-30 | Updated: 2020-01-14
収束解析
情報セキュリティ
機械学習技術

Min-Max Optimization without Gradients: Convergence and Applications to Adversarial ML

Authors: Sijia Liu, Songtao Lu, Xiangyi Chen, Yao Feng, Kaidi Xu, Abdullah Al-Dujaili, Minyi Hong, Una-May O'Reilly | Published: 2019-09-30 | Updated: 2020-06-17
ポイズニング
収束解析
敵対的攻撃

Decision Explanation and Feature Importance for Invertible Networks

Authors: Juntang Zhuang, Nicha C. Dvornek, Xiaoxiao Li, Junlin Yang, James S. Duncan | Published: 2019-09-30 | Updated: 2019-10-15
モデルの設計や精度
機械学習アルゴリズム
特徴選択手法

Deep k-NN Defense against Clean-label Data Poisoning Attacks

Authors: Neehar Peri, Neal Gupta, W. Ronny Huang, Liam Fowl, Chen Zhu, Soheil Feizi, Tom Goldstein, John P. Dickerson | Published: 2019-09-29 | Updated: 2020-08-13
バックドア攻撃
性能評価
毒データの検知

Impact of Low-bitwidth Quantization on the Adversarial Robustness for Embedded Neural Networks

Authors: Rémi Bernhard, Pierre-Alain Moellic, Jean-Max Dutertre | Published: 2019-09-27 | Updated: 2020-07-06
敵対的サンプル
敵対的攻撃
量子化とプライバシー

Alleviating Privacy Attacks via Causal Learning

Authors: Shruti Tople, Amit Sharma, Aditya Nori | Published: 2019-09-27 | Updated: 2020-07-17
プライバシー損失分析
メンバーシップ推論
機械学習技術

A Matrix Factorization Model for Hellinger-based Trust Management in Social Internet of Things

Authors: Soroush Aalibagi, Hamidreza Mahyar, Ali Movaghar, H. Eugene Stanley | Published: 2019-09-26 | Updated: 2021-03-02
信号解析
実験的検証
計算複雑性

Lower Bounds on Adversarial Robustness from Optimal Transport

Authors: Arjun Nitin Bhagoji, Daniel Cullina, Prateek Mittal | Published: 2019-09-26 | Updated: 2019-10-30
攻撃の分類
敵対的攻撃
機械学習の応用

GAMIN: An Adversarial Approach to Black-Box Model Inversion

Authors: Ulrich Aïvodji, Sébastien Gambs, Timon Ther | Published: 2019-09-26
ポイズニング
攻撃の分類
生成的敵対ネットワーク