AIセキュリティポータルbot

SafeNet: The Unreasonable Effectiveness of Ensembles in Private Collaborative Learning

Authors: Harsh Chaudhari, Matthew Jagielski, Alina Oprea | Published: 2022-05-20 | Updated: 2022-09-08
Backdoor Attack
Membership Inference
Robustness Evaluation

Focused Adversarial Attacks

Authors: Thomas Cilloni, Charles Walter, Charles Fleming | Published: 2022-05-19
Attack Methods against DFL
Attack Type
Adversarial Example

Differential Privacy: What is all the noise about?

Authors: Roxana Danger | Published: 2022-05-19
DP-SGD
Privacy Technique
Poisoning

A False Sense of Security? Revisiting the State of Machine Learning-Based Industrial Intrusion Detection

Authors: Dominik Kus, Eric Wagner, Jan Pennekamp, Konrad Wolsing, Ina Berenice Fink, Markus Dahlmanns, Klaus Wehrle, Martin Henze | Published: 2022-05-18
Membership Inference
Performance Evaluation
Attack Detection

Adaptive Hybrid Heterogeneous IDS for 6LoWPAN

Authors: Aryan Mohammadi Pasikhani, John A Clark, Prosanta Gope | Published: 2022-05-18
Online Decision Making
Attack Detection
Adaptive Retraining Mechanism

Backdoor Attacks on Bayesian Neural Networks using Reverse Distribution

Authors: Zhixin Pan, Prabhat Mishra | Published: 2022-05-18
Attack Methods against DFL
Backdoor Attack
Performance Evaluation

SoK: The Impact of Unlabelled Data in Cyberthreat Detection

Authors: Giovanni Apruzzese, Pavel Laskov, Aliya Tastemirova | Published: 2022-05-18
Dataset evaluation
Membership Inference
Performance Evaluation

Lessons Learned: Defending Against Property Inference Attacks

Authors: Joshua Stock, Jens Wettlaufer, Daniel Demmler, Hannes Federrath | Published: 2022-05-18 | Updated: 2023-10-09
Data Preprocessing
Membership Inference
Performance Evaluation

On the (In)security of Peer-to-Peer Decentralized Machine Learning

Authors: Dario Pasquini, Mathilde Raynal, Carmela Troncoso | Published: 2022-05-17 | Updated: 2023-11-10
Attack Methods against DFL
Privacy Technique
Privacy Leakage

Does Crypto Kill? Relationship between Electricity Consumption Carbon Footprints and Bitcoin Transactions

Authors: Altanai Bisht, Arielle Wilson, Zachary Jeffreys, Shadrokh Samavi | Published: 2022-05-16
Open Source Disclosure
Transaction Generation Method
Temperature Data