ポイズニング

Detecting Adversarial Examples for Speech Recognition via Uncertainty Quantification

Authors: Sina Däubener, Lea Schönherr, Asja Fischer, Dorothea Kolossa | Published: 2020-05-24 | Updated: 2020-08-02
ポイズニング
不確実性の定量化
敵対的サンプルの検知

Adversarial Attack on Hierarchical Graph Pooling Neural Networks

Authors: Haoteng Tang, Guixiang Ma, Yurong Chen, Lei Guo, Wei Wang, Bo Zeng, Liang Zhan | Published: 2020-05-23
ポイズニング
敵対的サンプル
敵対的攻撃

An Adversarial Approach for Explaining the Predictions of Deep Neural Networks

Authors: Arash Rahnama, Andrew Tseng | Published: 2020-05-20 | Updated: 2020-09-28
アルゴリズム
ポイズニング
統計的分析

On Intrinsic Dataset Properties for Adversarial Machine Learning

Authors: Jeffrey Z. Pan, Nicholas Zufelt | Published: 2020-05-19
ポイズニング
性能評価指標
機械学習手法

Provable Robust Classification via Learned Smoothed Densities

Authors: Saeed Saremi, Rupesh Srivastava | Published: 2020-05-09
ベイズ分類
ポイズニング
ロバスト性向上手法

When Machine Unlearning Jeopardizes Privacy

Authors: Min Chen, Zhikun Zhang, Tianhao Wang, Michael Backes, Mathias Humbert, Yang Zhang | Published: 2020-05-05 | Updated: 2021-09-14
ポイズニング
メンバーシップ推論
機械学習のプライバシー保護

Mind the Gap: On Bridging the Semantic Gap between Machine Learning and Information Security

Authors: Michael R. Smith, Nicholas T. Johnson, Joe B. Ingram, Armida J. Carbajal, Ramyaa Ramyaa, Evelyn Domschot, Christopher C. Lamb, Stephen J. Verzi, W. Philip Kegelmeyer | Published: 2020-05-04
ポイズニング
マルウェア分類
機械学習の役割

Depth-2 Neural Networks Under a Data-Poisoning Attack

Authors: Sayar Karmakar, Anirbit Mukherjee, Theodore Papamarkou | Published: 2020-05-04 | Updated: 2022-06-29
アルゴリズム
ポイズニング
評価指標

Do Gradient-based Explanations Tell Anything About Adversarial Robustness to Android Malware?

Authors: Marco Melis, Michele Scalas, Ambra Demontis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli | Published: 2020-05-04 | Updated: 2021-05-27
ポイズニング
マルウェア分類
敵対的サンプル

Bullseye Polytope: A Scalable Clean-Label Poisoning Attack with Improved Transferability

Authors: Hojjat Aghakhani, Dongyu Meng, Yu-Xiang Wang, Christopher Kruegel, Giovanni Vigna | Published: 2020-05-01 | Updated: 2021-03-14
バックドア攻撃
ポイズニング
防御効果分析