AIセキュリティポータルbot

Query-Free Evasion Attacks Against Machine Learning-Based Malware Detectors with Generative Adversarial Networks

Authors: Daniel Gibert, Jordi Planes, Quan Le, Giulio Zizzo | Published: 2023-06-16
Poisoning
Malware Propagation Means
Adversarial Spectrum Attack Detection

Host-Based Network Intrusion Detection via Feature Flattening and Two-stage Collaborative Classifier

Authors: Zhiyan Chen, Murat Simsek, Burak Kantarci, Mehran Bagheri, Petar Djukic | Published: 2023-06-15
Data Collection
Threat modeling
Computational Efficiency

Inroads into Autonomous Network Defence using Explained Reinforcement Learning

Authors: Myles Foley, Mia Wang, Zoe M, Chris Hicks, Vasilios Mavroudis | Published: 2023-06-15
Algorithm
Simulation Result Evaluation
Deep Learning Method

Matching Pairs: Attributing Fine-Tuned Models to their Pre-Trained Large Language Models

Authors: Myles Foley, Ambrish Rawat, Taesung Lee, Yufang Hou, Gabriele Picco, Giulio Zizzo | Published: 2023-06-15
LLM Performance Evaluation
Algorithm
Prompt Injection

A Learning Assisted Method for Uncovering Power Grid Generation and Distribution System Vulnerabilities

Authors: Suman Maiti, Anjana B, Sunandan Adhikary, Ipsita Koley, Soumyajit Dey | Published: 2023-06-15
Cyber Attack
Attack Graph Generation
Threat modeling

PLAN: Variance-Aware Private Mean Estimation

Authors: Martin Aumüller, Christian Janos Lebeda, Boel Nelson, Rasmus Pagh | Published: 2023-06-14 | Updated: 2024-04-10
Algorithm
Privacy Technique
Computational Efficiency

Fast and Private Inference of Deep Neural Networks by Co-designing Activation Functions

Authors: Abdulrahman Diaa, Lucas Fenaux, Thomas Humphries, Marian Dietz, Faezeh Ebrahimianghazani, Bailey Kacsmar, Xinda Li, Nils Lukas, Rasoul Akhavan Mahdavi, Simon Oya, Ehsan Amjadian, Florian Kerschbaum | Published: 2023-06-14 | Updated: 2024-04-16
Algorithm
Membership Inference
Computational Efficiency

Fairness and Privacy-Preserving in Federated Learning: A Survey

Authors: Taki Hasan Rafi, Faiza Anan Noor, Tahmid Hussain, Dong-Kyu Chae | Published: 2023-06-14 | Updated: 2023-07-14
Privacy Technique
Poisoning
Federated Learning

Is there a Trojan! : Literature survey and critical evaluation of the latest ML based modern intrusion detection systems in IoT environments

Authors: Vishal Karanam | Published: 2023-06-14
Security Analysis
Model Performance Evaluation
Machine Learning Technology

Protecting User Privacy in Remote Conversational Systems: A Privacy-Preserving framework based on text sanitization

Authors: Zhigang Kan, Linbo Qiao, Hao Yu, Liwen Peng, Yifu Gao, Dongsheng Li | Published: 2023-06-14
Data Protection Method
Privacy Technique
Information Extraction