AIセキュリティポータルbot

Certified Robustness of Nearest Neighbors against Data Poisoning and Backdoor Attacks

Authors: Jinyuan Jia, Yupei Liu, Xiaoyu Cao, Neil Zhenqiang Gong | Published: 2020-12-07 | Updated: 2021-12-02
Backdoor Attack
Attack Method
Machine Learning
2020.12.07 2025.05.28
Literature Database

Deep Learning Methods for Credit Card Fraud Detection

Authors: Thanh Thi Nguyen, Hammad Tahir, Mohamed Abdelrazek, Ali Babar | Published: 2020-12-07
Machine Learning
Self-Learning Method
Weight Update Method
2020.12.07 2025.05.28
Literature Database

Autoencoding Variational Autoencoder

Authors: A. Taylan Cemgil, Sumedh Ghaisas, Krishnamurthy Dvijotham, Sven Gowal, Pushmeet Kohli | Published: 2020-12-07
Adversarial Learning
Generative Model Characteristics
Self-Learning Method
2020.12.07 2025.05.28
Literature Database

Black-box Model Inversion Attribute Inference Attacks on Classification Models

Authors: Shagufta Mehnaz, Ninghui Li, Elisa Bertino | Published: 2020-12-07
Membership Inference
Attack Method
Privacy Protection in Machine Learning
2020.12.07 2025.05.28
Literature Database

Review: Deep Learning Methods for Cybersecurity and Intrusion Detection Systems

Authors: Mayra Macas, Chunming Wu | Published: 2020-12-04
Machine Learning
Deep Learning
Anomaly Detection Algorithm
2020.12.04 2025.05.28
Literature Database

ESCAPED: Efficient Secure and Private Dot Product Framework for Kernel-based Machine Learning Algorithms with Applications in Healthcare

Authors: Ali Burak Ünal, Mete Akgün, Nico Pfeifer | Published: 2020-12-04
Security Analysis
Framework
Privacy Protection in Machine Learning
2020.12.04 2025.05.28
Literature Database

Unleashing the Tiger: Inference Attacks on Split Learning

Authors: Dario Pasquini, Giuseppe Ateniese, Massimo Bernaschi | Published: 2020-12-04 | Updated: 2021-11-04
Membership Inference
Attack Method
Privacy Protection in Machine Learning
2020.12.04 2025.05.28
Literature Database

TrollHunter [Evader]: Automated Detection [Evasion] of Twitter Trolls During the COVID-19 Pandemic

Authors: Peter Jachim, Filipo Sharevski, Paige Treebridge | Published: 2020-12-04 | Updated: 2020-12-07
Content Moderation
Security Analysis
Adversarial Learning
2020.12.04 2025.05.28
Literature Database

Channel Effects on Surrogate Models of Adversarial Attacks against Wireless Signal Classifiers

Authors: Brian Kim, Yalin E. Sagduyu, Tugba Erpek, Kemal Davaslioglu, Sennur Ulukus | Published: 2020-12-03 | Updated: 2021-03-09
Attack Method
Adversarial Example
Adversarial Learning
2020.12.03 2025.05.28
Literature Database

SSGD: A safe and efficient method of gradient descent

Authors: Jinhuan Duan, Xianxian Li, Shiqi Gao, Jinyan Wang, Zili Zhong | Published: 2020-12-03 | Updated: 2021-04-26
Parameter Tuning
Optimization Methods
Privacy Protection in Machine Learning
2020.12.03 2025.05.28
Literature Database
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