Literature Database

LBDMIDS: LSTM Based Deep Learning Model for Intrusion Detection Systems for IoT Networks

Authors: Kumar Saurabh, Saksham Sood, P. Aditya Kumar, Uphar Singh, Ranjana Vyas, O. P. Vyas, Rahamatullah Khondoker | Published: 2022-06-23
Intrusion Detection System
Deep Learning Method
Evaluation Method

A Framework for Understanding Model Extraction Attack and Defense

Authors: Xun Xian, Mingyi Hong, Jie Ding | Published: 2022-06-23
Algorithm Design
Membership Inference
Adversarial Learning

Vulnerability Prioritization: An Offensive Security Approach

Authors: Muhammed Fatih Bulut, Abdulhamid Adebayo, Daby Sow, Steve Ocepek | Published: 2022-06-22
Test Prioritization
Vulnerability Analysis
Evaluation Method

Attack Techniques and Threat Identification for Vulnerabilities

Authors: Constantin Adam, Muhammed Fatih Bulut, Daby Sow, Steven Ocepek, Chris Bedell, Lilian Ngweta | Published: 2022-06-22
Attacker Behavior Analysis
Vulnerability Analysis
Vulnerability detection

Multi-party Secure Broad Learning System for Privacy Preserving

Authors: Xiao-Kai Cao, Chang-Dong Wang, Jian-Huang Lai, Qiong Huang, C. L. Philip Chen | Published: 2022-06-22
Algorithm Design
Secure Communication Channel
Feature Extraction Method

ROSE: A RObust and SEcure DNN Watermarking

Authors: Kassem Kallas, Teddy Furon | Published: 2022-06-22
DNN IP Protection Method
Adversarial Learning
Evaluation Method

A Practical Methodology for ML-Based EM Side Channel Disassemblers

Authors: Cesar N. Arguello, Hunter Searle, Sara Rampazzi, Kevin R. B. Butler | Published: 2022-06-21 | Updated: 2022-07-20
Algorithm Design
Feature Extraction Method
Evaluation Method

sqSGD: Locally Private and Communication Efficient Federated Learning

Authors: Yan Feng, Tao Xiong, Ruofan Wu, LingJuan Lv, Leilei Shi | Published: 2022-06-21 | Updated: 2022-06-22
LDP Mechanism
Algorithm Design
Efficiency of Distributed Learning

The Privacy Onion Effect: Memorization is Relative

Authors: Nicholas Carlini, Matthew Jagielski, Chiyuan Zhang, Nicolas Papernot, Andreas Terzis, Florian Tramer | Published: 2022-06-21 | Updated: 2022-06-22
Membership Inference
Label Inference Attack
Adversarial Learning

The Role of Machine Learning in Cybersecurity

Authors: Giovanni Apruzzese, Pavel Laskov, Edgardo Montes de Oca, Wissam Mallouli, Luis Burdalo Rapa, Athanasios Vasileios Grammatopoulos, Fabio Di Franco | Published: 2022-06-20
Issues with Commercial ML Products
Adversarial Example
Role of Machine Learning