2 papers
cs.LG2026
FedMTFI: Feature Importance Based Optimized Multi Teacher Knowledge Distillation in Heterogeneous Federated Learning Environment
Nazmus Shakib Shadin, Aaron Cummings, Xinyue Zhang +1
Federated learning (FL) is a decentralized approach that enables collaborative model training without exposing raw data. Instead of transferring sensitive data, it allows devices t…
cs.LG2024
A Machine Learning Approach for Emergency Detection in Medical Scenarios Using Large Language Models
Ferit Akaybicen, Aaron Cummings, Lota Iwuagwu +2
The rapid identification of medical emergencies through digital communication channels remains a critical challenge in modern healthcare delivery, particularly with the increasing…