AIセキュリティポータルbot

Transcending Transcend: Revisiting Malware Classification in the Presence of Concept Drift

Authors: Federico Barbero, Feargus Pendlebury, Fabio Pierazzi, Lorenzo Cavallaro | Published: 2020-10-08 | Updated: 2024-01-08
Multi-Class Classification
Model Performance Evaluation
Concept Drift
2020.10.08 2025.05.28
Literature Database

Adversarial Attacks to Machine Learning-Based Smart Healthcare Systems

Authors: AKM Iqtidar Newaz, Nur Imtiazul Haque, Amit Kumar Sikder, Mohammad Ashiqur Rahman, A. Selcuk Uluagac | Published: 2020-10-07
Smart Healthcare
Adversarial Example
Adversarial Attack Methods
2020.10.07 2025.05.28
Literature Database

Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Authors: Sven Gowal, Chongli Qin, Jonathan Uesato, Timothy Mann, Pushmeet Kohli | Published: 2020-10-07 | Updated: 2021-03-30
Poisoning
Robustness Improvement Method
Adversarial attack
2020.10.07 2025.05.28
Literature Database

CATBERT: Context-Aware Tiny BERT for Detecting Social Engineering Emails

Authors: Younghoo Lee, Joshua Saxe, Richard Harang | Published: 2020-10-07
Model Architecture
Improvement of Learning
Machine Learning
2020.10.07 2025.05.28
Literature Database

Not All Datasets Are Born Equal: On Heterogeneous Data and Adversarial Examples

Authors: Yael Mathov, Eden Levy, Ziv Katzir, Asaf Shabtai, Yuval Elovici | Published: 2020-10-07 | Updated: 2021-09-02
Membership Inference
Adversarial attack
Machine Learning
2020.10.07 2025.05.28
Literature Database

Correlated Differential Privacy: Feature Selection in Machine Learning

Authors: Tao Zhang, Tianqing Zhu, Ping Xiong, Huan Huo, Zahir Tari, Wanlei Zhou | Published: 2020-10-07
Data Protection Method
Data Selection Strategy
Feature Importance Analysis
2020.10.07 2025.05.28
Literature Database

BAAAN: Backdoor Attacks Against Autoencoder and GAN-Based Machine Learning Models

Authors: Ahmed Salem, Yannick Sautter, Michael Backes, Mathias Humbert, Yang Zhang | Published: 2020-10-06 | Updated: 2020-10-08
Dataset evaluation
Backdoor Attack
Machine Learning
2020.10.06 2025.05.28
Literature Database

InstaHide: Instance-hiding Schemes for Private Distributed Learning

Authors: Yangsibo Huang, Zhao Song, Kai Li, Sanjeev Arora | Published: 2020-10-06 | Updated: 2021-02-24
Attack Type
Encryption Method
Encryption Technology
2020.10.06 2025.05.28
Literature Database

Constraining Logits by Bounded Function for Adversarial Robustness

Authors: Sekitoshi Kanai, Masanori Yamada, Shin'ya Yamaguchi, Hiroshi Takahashi, Yasutoshi Ida | Published: 2020-10-06
Robustness Improvement Method
Improvement of Learning
Adversarial attack
2020.10.06 2025.05.28
Literature Database

PCAL: A Privacy-preserving Intelligent Credit Risk Modeling Framework Based on Adversarial Learning

Authors: Yuli Zheng, Zhenyu Wu, Ye Yuan, Tianlong Chen, Zhangyang Wang | Published: 2020-10-06
Data Protection Method
Machine Learning
Financial Intelligence
2020.10.06 2025.05.28
Literature Database
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