AIセキュリティポータルbot

M^4I: Multi-modal Models Membership Inference

Authors: Pingyi Hu, Zihan Wang, Ruoxi Sun, Hu Wang, Minhui Xue | Published: 2022-09-15
Privacy Analysis
Model Design
Deep Learning Method

Robust Transferable Feature Extractors: Learning to Defend Pre-Trained Networks Against White Box Adversaries

Authors: Alexander Cann, Ian Colbert, Ihab Amer | Published: 2022-09-14
Model Design
Adversarial Attack Detection
Deep Learning Method

Data Privacy and Trustworthy Machine Learning

Authors: Martin Strobel, Reza Shokri | Published: 2022-09-14
Bias Mitigation Techniques
Privacy Risk Management
Membership Inference

SEEK: model extraction attack against hybrid secure inference protocols

Authors: Si Chen, Junfeng Fan | Published: 2022-09-14
Model Extraction Attack
Model Design
Deep Learning Method

Detection of Malicious Websites Using Machine Learning Techniques

Authors: Adebayo Oshingbesan, Courage Ekoh, Chukwuemeka Okobi, Aime Munezero, Kagame Richard | Published: 2022-09-13
Dataset Generation
Model Performance Evaluation
Machine Learning

A Tale of HodgeRank and Spectral Method: Target Attack Against Rank Aggregation Is the Fixed Point of Adversarial Game

Authors: Ke Ma, Qianqian Xu, Jinshan Zeng, Guorong Li, Xiaochun Cao, Qingming Huang | Published: 2022-09-13
Model Design
Adversarial Attack Detection
Optimization Strategy

Intrusion Detection Systems Using Support Vector Machines on the KDDCUP’99 and NSL-KDD Datasets: A Comprehensive Survey

Authors: Mikel K. Ngueajio, Gloria Washington, Danda B. Rawat, Yolande Ngueabou | Published: 2022-09-12
Model Design
Intrusion Detection System
Machine Learning Method

Cocktail Party Attack: Breaking Aggregation-Based Privacy in Federated Learning using Independent Component Analysis

Authors: Sanjay Kariyappa, Chuan Guo, Kiwan Maeng, Wenjie Xiong, G. Edward Suh, Moinuddin K Qureshi, Hsien-Hsin S. Lee | Published: 2022-09-12
DNN IP Protection Method
Privacy Analysis
Model Design

SmartKex: Machine Learning Assisted SSH Keys Extraction From The Heap Dump

Authors: Christofer Fellicious, Stewart Sentanoe, Michael Granitzer, Hans P. Reiser | Published: 2022-09-12 | Updated: 2022-09-13
Memory Management Method
Random Forest
Machine Learning Method

Preserving Privacy in Federated Learning with Ensemble Cross-Domain Knowledge Distillation

Authors: Xuan Gong, Abhishek Sharma, Srikrishna Karanam, Ziyan Wu, Terrence Chen, David Doermann, Arun Innanje | Published: 2022-09-10
DNN IP Protection Method
Privacy Analysis
Poisoning