1 citations · 1 across the 5 of their papers we have counts for
5 papers
Developing a Transferable Federated Network Intrusion Detection System
Abu Shafin Mohammad Mahdee Jameel, Shreya Ghosh, Aly El Gamal
Intrusion Detection Systems (IDS) are a vital part of a network-connected device. In this paper, we develop a deep learning based intrusion detection system that is deployed in a d…
FetFIDS: A Feature Embedding Attention based Federated Network Intrusion Detection Algorithm
Shreya Ghosh, Abu Shafin Mohammad Mahdee Jameel, Aly El Gamal
Intrusion Detection Systems (IDS) have an increasingly important role in preventing exploitation of network vulnerabilities by malicious actors. Recent deep learning based developm…
A Racing Dataset and Baseline Model for Track Detection in Autonomous Racing
Shreya Ghosh, Yi-Huan Chen, Ching-Hsiang Huang +4
A significant challenge in racing-related research is the lack of publicly available datasets containing raw images with corresponding annotations for the downstream task. In this…
Improving Transferability of Network Intrusion Detection in a Federated Learning Setup
Shreya Ghosh, Abu Shafin Mohammad Mahdee Jameel, Aly El Gamal
Network Intrusion Detection Systems (IDS) aim to detect the presence of an intruder by analyzing network packets arriving at an internet connected device. Data-driven deep learning…
A Study on Transferability of Deep Learning Models for Network Intrusion Detection
Shreya Ghosh, Abu Shafin Mohammad Mahdee Jameel, Aly El Gamal
In this paper, we explore transferability in learning between different attack classes in a network intrusion detection setup. We evaluate transferability of attack classes by trai…