Adversarial Example

Comprehensive Botnet Detection by Mitigating Adversarial Attacks, Navigating the Subtleties of Perturbation Distances and Fortifying Predictions with Conformal Layers

Authors: Rahul Yumlembam, Biju Issac, Seibu Mary Jacob, Longzhi Yang | Published: 2024-09-01

Poisoning

Adversarial Example

Evaluation Method

2024.09.01 2025.05.27

Literature Database

Robust Image Classification: Defensive Strategies against FGSM and PGD Adversarial Attacks

Authors: Hetvi Waghela, Jaydip Sen, Sneha Rakshit | Published: 2024-08-20

Poisoning

Adversarial Example

Defense Method

2024.08.20 2025.05.27

Literature Database

PhishLang: A Lightweight, Client-Side Phishing Detection Framework using MobileBERT for Real-Time, Explainable Threat Mitigation

Authors: Sayak Saha Roy, Shirin Nilizadeh | Published: 2024-08-11 | Updated: 2024-09-09

Phishing Detection

Adversarial Example

Explainable Blocklist

2024.08.11 2025.05.27

Literature Database

LaFA: Latent Feature Attacks on Non-negative Matrix Factorization

Authors: Minh Vu, Ben Nebgen, Erik Skau, Geigh Zollicoffer, Juan Castorena, Kim Rasmussen, Boian Alexandrov, Manish Bhattarai | Published: 2024-08-07

Watermarking

Attack Method

Adversarial Example

2024.08.07 2025.05.27

Literature Database

Can Reinforcement Learning Unlock the Hidden Dangers in Aligned Large Language Models?

Authors: Mohammad Bahrami Karkevandi, Nishant Vishwamitra, Peyman Najafirad | Published: 2024-08-05

Prompt Injection

Reinforcement Learning

Adversarial Example

2024.08.05 2025.05.27

Literature Database

On the Robustness of Malware Detectors to Adversarial Samples

Authors: Muhammad Salman, Benjamin Zi Hao Zhao, Hassan Jameel Asghar, Muhammad Ikram, Sidharth Kaushik, Mohamed Ali Kaafar | Published: 2024-08-05

Watermarking

Malware Classification

Adversarial Example

2024.08.05 2025.05.27

Literature Database

A Geometric Framework for Adversarial Vulnerability in Machine Learning

Authors: Brian Bell | Published: 2024-07-03

Poisoning

Adversarial Example

Literature List

2024.07.03 2025.05.27

Literature Database

The Effect of Similarity Measures on Accurate Stability Estimates for Local Surrogate Models in Text-based Explainable AI

Authors: Christopher Burger, Charles Walter, Thai Le | Published: 2024-06-22 | Updated: 2025-01-17

Adversarial Example

Evaluation Method

Similarity Measurement

2024.06.22 2025.05.27

Literature Database

Nonlinear Transformations Against Unlearnable Datasets

Authors: Thushari Hapuarachchi, Jing Lin, Kaiqi Xiong, Mohamed Rahouti, Gitte Ost | Published: 2024-06-05

Data Protection Method

Model Performance Evaluation

Adversarial Example

2024.06.05 2025.05.27

Literature Database

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

Authors: Matous Kozak, Luca Demetrio, Dmitrijs Trizna, Fabio Roli | Published: 2024-05-04

Malware Classification

Adversarial Example

Adversarial Training

2024.05.04 2025.05.27

Literature Database