敵対的サンプル

Fusing Feature Engineering and Deep Learning: A Case Study for Malware Classification

Authors: Daniel Gibert, Carles Mateu, Jordi Planes, Quan Le | Published: 2022-06-12
マルウェア検出
敵対的サンプル
深層学習手法

A Critical Review on the Use (and Misuse) of Differential Privacy in Machine Learning

Authors: Alberto Blanco-Justicia, David Sanchez, Josep Domingo-Ferrer, Krishnamurty Muralidhar | Published: 2022-06-09 | Updated: 2022-07-05
プライバシー評価
一般化の影響
敵対的サンプル

Improving Adversarial Robustness by Putting More Regularizations on Less Robust Samples

Authors: Dongyoon Yang, Insung Kong, Yongdai Kim | Published: 2022-06-07 | Updated: 2023-06-01
ロバスト性
敵対的サンプル
敵対的攻撃手法

Adversarial attacks and defenses in Speaker Recognition Systems: A survey

Authors: Jiahe Lan, Rui Zhang, Zheng Yan, Jie Wang, Yu Chen, Ronghui Hou | Published: 2022-05-27
敵対的サンプル
敵対的攻撃手法
音声認識プロセス

EBM Life Cycle: MCMC Strategies for Synthesis, Defense, and Density Modeling

Authors: Mitch Hill, Jonathan Mitchell, Chu Chen, Yuan Du, Mubarak Shah, Song-Chun Zhu | Published: 2022-05-24
トレーニングデータ生成
将来の研究
敵対的サンプル

Robust Sensible Adversarial Learning of Deep Neural Networks for Image Classification

Authors: Jungeum Kim, Xiao Wang | Published: 2022-05-20
ロバスト性評価
損失関数
敵対的サンプル

Getting a-Round Guarantees: Floating-Point Attacks on Certified Robustness

Authors: Jiankai Jin, Olga Ohrimenko, Benjamin I. P. Rubinstein | Published: 2022-05-20 | Updated: 2024-09-09
ロバスト性評価
敵対的サンプル
脅威モデル

Focused Adversarial Attacks

Authors: Thomas Cilloni, Charles Walter, Charles Fleming | Published: 2022-05-19
DFLに対する攻撃手法
攻撃タイプ
敵対的サンプル

Btech thesis report on adversarial attack detection and purification of adverserially attacked images

Authors: Dvij Kalaria | Published: 2022-05-09
攻撃検出
敵対的サンプル
適応型敵対的訓練

Overparameterized Linear Regression under Adversarial Attacks

Authors: Antônio H. Ribeiro, Thomas B. Schön | Published: 2022-04-13 | Updated: 2023-01-27
敵対的サンプル
機械学習の応用
線形モデル