AIセキュリティポータルbot

LGV: Boosting Adversarial Example Transferability from Large Geometric Vicinity

Authors: Martin Gubri, Maxime Cordy, Mike Papadakis, Yves Le Traon, Koushik Sen | Published: 2022-07-26
Geometry of LGV Model
Backdoor Attack
Transfer Learning

Generative Extraction of Audio Classifiers for Speaker Identification

Authors: Tejumade Afonja, Lucas Bourtoule, Varun Chandrasekaran, Sageev Oore, Nicolas Papernot | Published: 2022-07-26
Dataset Generation
Model Performance Evaluation
Speech Recognition Process

$p$-DkNN: Out-of-Distribution Detection Through Statistical Testing of Deep Representations

Authors: Adam Dziedzic, Stephan Rabanser, Mohammad Yaghini, Armin Ale, Murat A. Erdogdu, Nicolas Papernot | Published: 2022-07-25
Out-of-Distribution Detection
Model Performance Evaluation
Hierarchical Classification Methods

Semi-Leak: Membership Inference Attacks Against Semi-supervised Learning

Authors: Xinlei He, Hongbin Liu, Neil Zhenqiang Gong, Yang Zhang | Published: 2022-07-25
Attack Methods against DFL
Membership Inference
Model Performance Evaluation

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