AIセキュリティポータルbot

Mitigating Membership Inference Attacks by Self-Distillation Through a Novel Ensemble Architecture

Authors: Xinyu Tang, Saeed Mahloujifar, Liwei Song, Virat Shejwalkar, Milad Nasr, Amir Houmansadr, Prateek Mittal | Published: 2021-10-15
Membership Inference
Adversarial Example
Defense Mechanism
2021.10.15 2025.05.28
Literature Database

Adversarial Attacks on ML Defense Models Competition

Authors: Yinpeng Dong, Qi-An Fu, Xiao Yang, Wenzhao Xiang, Tianyu Pang, Hang Su, Jun Zhu, Jiayu Tang, Yuefeng Chen, XiaoFeng Mao, Yuan He, Hui Xue, Chao Li, Ye Liu, Qilong Zhang, Lianli Gao, Yunrui Yu, Xitong Gao, Zhe Zhao, Daquan Lin, Jiadong Lin, Chuanbiao Song, Zihao Wang, Zhennan Wu, Yang Guo, Jiequan Cui, Xiaogang Xu, Pengguang Chen | Published: 2021-10-15
Robustness Evaluation
Adversarial Example
Adversarial Attack Methods
2021.10.15 2025.05.28
Literature Database

A Modern Analysis of Aging Machine Learning Based IoT Cybersecurity Methods

Authors: Sam Strecker, Rushit Dave, Nyle Siddiqui, Naeem Seliya | Published: 2021-10-15
Automation of Cybersecurity
Machine Learning Algorithm
Automated Vulnerability Remediation
2021.10.15 2025.05.28
Literature Database

Machine Learning Algorithms In User Authentication Schemes

Authors: Laura Pryor, Rushit Dave, Naeem Seliya, Evelyn R Sowells Boone | Published: 2021-10-15
User Activity Analysis
Performance Evaluation Metrics
Machine Learning Algorithm
2021.10.15 2025.05.28
Literature Database

A Survey of Machine Learning Algorithms for Detecting Ransomware Encryption Activity

Authors: Erik Larsen, David Noever, Korey MacVittie | Published: 2021-10-14
Model Selection
Performance Evaluation Metrics
Machine Learning Algorithm
2021.10.14 2025.05.28
Literature Database

Resource-constrained Federated Edge Learning with Heterogeneous Data: Formulation and Analysis

Authors: Yi Liu, Yuanshao Zhu, James J. Q. Yu | Published: 2021-10-14
Algorithm Design
Distributed Learning
Federated Learning
2021.10.14 2025.05.28
Literature Database

Bandwidth Utilization Side-Channel on ML Inference Accelerators

Authors: Sarbartha Banerjee, Shijia Wei, Prakash Ramrakhyani, Mohit Tiwari | Published: 2021-10-14
Resource Consumption Analysis
Adversarial Attack Methods
Machine Learning Algorithm
2021.10.14 2025.05.28
Literature Database

AI Total: Analyzing Security ML Models with Imperfect Data in Production

Authors: Awalin Sopan, Konstantin Berlin | Published: 2021-10-13
Data Management System
Model Selection
User Activity Analysis
2021.10.13 2025.05.28
Literature Database

Poison Forensics: Traceback of Data Poisoning Attacks in Neural Networks

Authors: Shawn Shan, Arjun Nitin Bhagoji, Haitao Zheng, Ben Y. Zhao | Published: 2021-10-13 | Updated: 2022-06-15
Backdoor Attack
Forensic Report
Adversarial Attack Methods
2021.10.13 2025.05.28
Literature Database

Infinitely Divisible Noise in the Low Privacy Regime

Authors: Rasmus Pagh, Nina Mesing Stausholm | Published: 2021-10-13 | Updated: 2022-03-07
Data Generation
Privacy Violation
Federated Learning
2021.10.13 2025.05.28
Literature Database
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