敵対的攻撃手法

Constructing Semantics-Aware Adversarial Examples with a Probabilistic Perspective

Authors: Andi Zhang, Mingtian Zhang, Damon Wischik | Published: 2023-06-01 | Updated: 2024-11-24
ポイズニング
拡散モデル
敵対的攻撃手法

Verifiable Learning for Robust Tree Ensembles

Authors: Stefano Calzavara, Lorenzo Cazzaro, Giulio Ermanno Pibiri, Nicola Prezza | Published: 2023-05-05 | Updated: 2023-11-11
ランダムフォレスト
敵対的攻撃手法
決定木

SoK: Pragmatic Assessment of Machine Learning for Network Intrusion Detection

Authors: Giovanni Apruzzese, Pavel Laskov, Johannes Schneider | Published: 2023-04-30
サイバーセキュリティ
敵対的攻撃手法
運用シナリオ

SoK: Adversarial Machine Learning Attacks and Defences in Multi-Agent Reinforcement Learning

Authors: Maxwell Standen, Junae Kim, Claudia Szabo | Published: 2023-01-11
DNN IP保護手法
敵対的攻撃手法
構造的攻撃

Evolution of Neural Tangent Kernels under Benign and Adversarial Training

Authors: Noel Loo, Ramin Hasani, Alexander Amini, Daniela Rus | Published: 2022-10-21
敵対的サンプル
敵対的攻撃手法
深層学習手法

New data poison attacks on machine learning classifiers for mobile exfiltration

Authors: Miguel A. Ramirez, Sangyoung Yoon, Ernesto Damiani, Hussam Al Hamadi, Claudio Agostino Ardagna, Nicola Bena, Young-Ji Byon, Tae-Yeon Kim, Chung-Suk Cho, Chan Yeob Yeun | Published: 2022-10-20
バックドア攻撃
ポイズニング
敵対的攻撃手法

Canary in a Coalmine: Better Membership Inference with Ensembled Adversarial Queries

Authors: Yuxin Wen, Arpit Bansal, Hamid Kazemi, Eitan Borgnia, Micah Goldblum, Jonas Geiping, Tom Goldstein | Published: 2022-10-19 | Updated: 2023-06-01
プライバシー評価
メンバーシップ開示リスク
敵対的攻撃手法

An Empirical Analysis of SMS Scam Detection Systems

Authors: Muhammad Salman, Muhammad Ikram, Mohamed Ali Kaafar | Published: 2022-10-19
メンバーシップ推論
性能評価
敵対的攻撃手法

Scaling Adversarial Training to Large Perturbation Bounds

Authors: Sravanti Addepalli, Samyak Jain, Gaurang Sriramanan, R. Venkatesh Babu | Published: 2022-10-18
敵対的サンプル
敵対的攻撃手法
深層学習手法

Towards Generating Adversarial Examples on Mixed-type Data

Authors: Han Xu, Menghai Pan, Zhimeng Jiang, Huiyuan Chen, Xiaoting Li, Mahashweta Das, Hao Yang | Published: 2022-10-17
敵対的サンプル
敵対的攻撃手法
最適化アルゴリズムの選択と評価