136 citations · 236 across the 23 of their papers we have counts for
26 papers
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…
CD&S Dataset: Handheld Imagery Dataset Acquired Under Field Conditions for Corn Disease Identification and Severity Estimation
Aanis Ahmad, Dharmendra Saraswat, Aly El Gamal +1
Accurate disease identification and its severity estimation is an important consideration for disease management. Deep learning-based solutions for disease management using imagery…
Towards End-to-End Deep Learning for Autonomous Racing: On Data Collection and a Unified Architecture for Steering and Throttle Prediction
Shakti N. Wadekar, Benjamin J. Schwartz, Shyam S. Kannan +5
Deep Neural Networks (DNNs) which are trained end-to-end have been successfully applied to solve complex problems that we have not been able to solve in past decades. Autonomous dr…
Gradient-based Adversarial Deep Modulation Classification with Data-driven Subsampling
Jinho Yi, Aly El Gamal
Automatic modulation classification can be a core component for intelligent spectrally efficient wireless communication networks, and deep learning techniques have recently been sh…
A Provably Convergent Information Bottleneck Solution via ADMM
Teng-Hui Huang, Aly El Gamal
The Information bottleneck (IB) method enables optimizing over the trade-off between compression of data and prediction accuracy of learned representations, and has successfully an…
A Number Theoretic Approach for Fast Discovery of Single-Hop Wireless Networks
Tolunay Seyfi, Ahmed P. Mohamed, Aly El Gamal
Interference management has become a key factor in regulating transmissions in wireless communication networks. To support effective interference management schemes, it can be esse…