Literature Database

SoK: Unintended Interactions among Machine Learning Defenses and Risks

Authors: Vasisht Duddu, Sebastian Szyller, N. Asokan | Published: 2023-12-07 | Updated: 2024-04-04
Watermarking
Adversarial Example
Overfitting and Memorization

Privacy-preserving quantum federated learning via gradient hiding

Authors: Changhao Li, Niraj Kumar, Zhixin Song, Shouvanik Chakrabarti, Marco Pistoia | Published: 2023-12-07
Communication Efficiency
Federated Learning
Quantum Machine Learning

MediHunt: A Network Forensics Framework for Medical IoT Devices

Authors: Ayushi Mishra, Tej Kiran Boppana, Priyanka Bagade | Published: 2023-12-07
Network Threat Detection
Intrusion Detection System
Advancements in Medical IoT

Defense against ML-based Power Side-channel Attacks on DNN Accelerators with Adversarial Attacks

Authors: Xiaobei Yan, Chip Hong Chang, Tianwei Zhang | Published: 2023-12-07
Watermarking
Defense Method

Understanding (Un)Intended Memorization in Text-to-Image Generative Models

Authors: Ali Naseh, Jaechul Roh, Amir Houmansadr | Published: 2023-12-06
Evolution of AI
Watermarking
Cybersecurity

Dr. Jekyll and Mr. Hyde: Two Faces of LLMs

Authors: Matteo Gioele Collu, Tom Janssen-Groesbeek, Stefanos Koffas, Mauro Conti, Stjepan Picek | Published: 2023-12-06 | Updated: 2024-10-07
Character Role Acting
Prompt Injection
Poisoning

Feature Analysis of Encrypted Malicious Traffic

Authors: Anish Singh Shekhawat, Fabio Di Troia, Mark Stamp | Published: 2023-12-06
Certificate Ratio
Certificate Ratio Analysis

Low-Cost High-Power Membership Inference Attacks

Authors: Sajjad Zarifzadeh, Philippe Liu, Reza Shokri | Published: 2023-12-06 | Updated: 2024-06-12
Membership Inference
Low-Cost Membership Inference Method
Attack Method

A Simple Framework to Enhance the Adversarial Robustness of Deep Learning-based Intrusion Detection System

Authors: Xinwei Yuan, Shu Han, Wei Huang, Hongliang Ye, Xianglong Kong, Fan Zhang | Published: 2023-12-06
Robustness Evaluation
Intrusion Detection System
Adversarial attack

Provable Adversarial Robustness for Group Equivariant Tasks: Graphs, Point Clouds, Molecules, and More

Authors: Jan Schuchardt, Yan Scholten, Stephan Günnemann | Published: 2023-12-05 | Updated: 2024-01-15
Robustness Evaluation
Watermark Robustness
Watermark Evaluation