敵対的訓練

The Pitfalls and Promise of Conformal Inference Under Adversarial Attacks

Authors: Ziquan Liu, Yufei Cui, Yan Yan, Yi Xu, Xiangyang Ji, Xue Liu, Antoni B. Chan | Published: 2024-05-14
ウォーターマーキング
不確実性の定量化
敵対的訓練

Updating Windows Malware Detectors: Balancing Robustness and Regression against Adversarial EXEmples

Authors: Matous Kozak, Luca Demetrio, Dmitrijs Trizna, Fabio Roli | Published: 2024-05-04
マルウェア分類
敵対的サンプル
敵対的訓練

Why You Should Not Trust Interpretations in Machine Learning: Adversarial Attacks on Partial Dependence Plots

Authors: Xi Xin, Giles Hooker, Fei Huang | Published: 2024-04-29 | Updated: 2024-05-01
モデルの解釈性
敵対的訓練
透かし評価

A Comparative Analysis of Adversarial Robustness for Quantum and Classical Machine Learning Models

Authors: Maximilian Wendlinger, Kilian Tscharke, Pascal Debus | Published: 2024-04-24
ポイズニング
敵対的訓練
量子フレームワーク

MISLEAD: Manipulating Importance of Selected features for Learning Epsilon in Evasion Attack Deception

Authors: Vidit Khazanchi, Pavan Kulkarni, Yuvaraj Govindarajulu, Manojkumar Parmar | Published: 2024-04-24 | Updated: 2024-05-02
モデルの解釈性
攻撃手法
敵対的訓練

Multimodal Attack Detection for Action Recognition Models

Authors: Furkan Mumcu, Yasin Yilmaz | Published: 2024-04-13
DoS対策
敵対的訓練
防御手法

Adversarial Robustness of Distilled and Pruned Deep Learning-based Wireless Classifiers

Authors: Nayan Moni Baishya, B. R. Manoj | Published: 2024-04-11
エッジコンピューティング
敵対的サンプル
敵対的訓練

CANEDERLI: On The Impact of Adversarial Training and Transferability on CAN Intrusion Detection Systems

Authors: Francesco Marchiori, Mauro Conti | Published: 2024-04-06
侵入検知システム
敵対的訓練
脅威モデリング

ADAPT to Robustify Prompt Tuning Vision Transformers

Authors: Masih Eskandar, Tooba Imtiaz, Zifeng Wang, Jennifer Dy | Published: 2024-03-19 | Updated: 2025-02-07
プロンプティング戦略
プロンプトエンジニアリング
敵対的訓練

Problem space structural adversarial attacks for Network Intrusion Detection Systems based on Graph Neural Networks

Authors: Andrea Venturi, Dario Stabili, Mirco Marchetti | Published: 2024-03-18 | Updated: 2024-04-23
侵入検知システム
敵対的訓練
構造的攻撃