IEEE

Data-Efficient and Adaptive Signal Denoising via Self-Supervised Autoencoder Networks

Abstract: This paper presents a Self-Supervised Denoising Autoencoder (SSL-DAE) designed for robust and efficient speech denoising in dynamic noise scenarios. Through comprehensive simulation ...
BMJ

Generalisable artificial intelligence ECG trained on public data for outcome prediction after transcatheter aortic valve replacement

Background Artificial intelligence ECG (AI-ECG) models can predict cardiovascular outcomes, but their clinical adoption is limited by restricted access to training data and uncertain generalisability.
IEEE

Federated Variational Autoencoder and Transformers for Temporal Data Augmentation and Interference Detection in Heterogeneous 5G Networks

Abstract: In this paper, we address passive intermodulation (PIM) interference in heterogeneous fifth-generation ($\mathbf{5 G}$) networks, compounded by limited datasets and non-independent, ...