Tootfinder

Cough Classification using Few-Shot Learning
Yoga Disha Sendhil Kumar, Manas V Shetty, Sudip Vhaduri
https://arxiv.org/abs/2509.09515 https://arxiv.org/pdf…

Cough Classification using Few-Shot Learning
This paper investigates the effectiveness of few-shot learning for respiratory sound classification, focusing on coughbased detection of COVID-19, Flu, and healthy conditions. We leverage Prototypical Networks with spectrogram representations of cough sounds to address the challenge of limited labeled data. Our study evaluates whether few-shot learning can enable models to achieve performance comparable to traditional deep learning approaches while using significantly fewer training samples. Ad…

DSFL: A Dual-Server Byzantine-Resilient Federated Learning Framework via Group-Based Secure Aggregation
Charuka Herath, Yogachandran Rahulamathavan, Varuna De Silva, Sangarapillai Lambotharan
https://arxiv.org/abs/2509.08449

DSFL: A Dual-Server Byzantine-Resilient Federated Learning Framework via Group-Based Secure Aggregation
Federated Learning (FL) enables decentralized model training without sharing raw data, offering strong privacy guarantees. However, existing FL protocols struggle to defend against Byzantine participants, maintain model utility under non-independent and identically distributed (non-IID) data, and remain lightweight for edge devices. Prior work either assumes trusted hardware, uses expensive cryptographic tools, or fails to address privacy and robustness simultaneously. We propose DSFL, a Dual-S…

Its #Caturday.

Beyond yoga being a fad amongst UK Fash, the philosophy that gave birth to it had ideas about physical pain that are fash-adjacent. https://raggedfeathers.com/@lilithsaintcrow/115089921892229323