AIセキュリティポータルbot

SecretGen: Privacy Recovery on Pre-Trained Models via Distribution Discrimination

Authors: Zhuowen Yuan, Fan Wu, Yunhui Long, Chaowei Xiao, Bo Li | Published: 2022-07-25
Privacy Classification
Privacy Leakage
Generative Model

Multi-Level Fine-Tuning, Data Augmentation, and Few-Shot Learning for Specialized Cyber Threat Intelligence

Authors: Markus Bayer, Tobias Frey, Christian Reuter | Published: 2022-07-22
Dataset Generation
Model Performance Evaluation
Expert Opinion Collection Process

Applying Machine Learning on RSRP-based Features for False Base Station Detection

Authors: Prajwol Kumar Nakarmi, Jakob Sternby, Ikram Ullah | Published: 2022-07-22
Model Performance Evaluation
Analysis of Detection Methods
Communication Analysis

Privacy and Transparency in Graph Machine Learning: A Unified Perspective

Authors: Megha Khosla | Published: 2022-07-22 | Updated: 2022-10-19
Explainability of Graph Machine Learning
Privacy Classification
Poisoning

Careful What You Wish For: on the Extraction of Adversarially Trained Models

Authors: Kacem Khaled, Gabriela Nicolescu, Felipe Gohring de Magalhães | Published: 2022-07-21
Poisoning
Attack Method
Adversarial Example

One-vs-the-Rest Loss to Focus on Important Samples in Adversarial Training

Authors: Sekitoshi Kanai, Shin'ya Yamaguchi, Masanori Yamada, Hiroshi Takahashi, Kentaro Ohno, Yasutoshi Ida | Published: 2022-07-21 | Updated: 2023-04-26
Adversarial Example
Adaptive Adversarial Training
High Difficulty Sample

Digital Twin-based Intrusion Detection for Industrial Control Systems

Authors: Seba Anna Varghese, Alireza Dehlaghi Ghadim, Ali Balador, Zahra Alimadadi, Panos Papadimitratos | Published: 2022-07-20
ML-Based IDS
Framework
Attack Method

FedNet2Net: Saving Communication and Computations in Federated Learning with Model Growing

Authors: Amit Kumar Kundu, Joseph Jaja | Published: 2022-07-19
Algorithm Design
Parameter Tuning
Model Design and Accuracy

Assaying Out-Of-Distribution Generalization in Transfer Learning

Authors: Florian Wenzel, Andrea Dittadi, Peter Vincent Gehler, Carl-Johann Simon-Gabriel, Max Horn, Dominik Zietlow, David Kernert, Chris Russell, Thomas Brox, Bernt Schiele, Bernhard Schölkopf, Francesco Locatello | Published: 2022-07-19 | Updated: 2022-10-21
Training Data Generation
Model Design and Accuracy
Statistical Methods

IDPS Signature Classification with a Reject Option and the Incorporation of Expert Knowledge

Authors: Hidetoshi Kawaguchi, Yuichi Nakatani, Shogo Okada | Published: 2022-07-19
Security Analysis
Expert Opinion Collection
Feature Importance Analysis