3 papers
eess.SP2024
In-ear ECG Signal Enhancement with Denoising Convolutional Autoencoders
Edoardo Occhipinti, Marek Zylinski, Harry J. Davies +5
The cardiac dipole has been shown to propagate to the ears, now a common site for consumer wearable electronics, enabling the recording of electrocardiogram (ECG) signals. However,…
cs.LG2024
Interpretable Pre-Trained Transformers for Heart Time-Series Data
Harry J. Davies, James Monsen, Danilo P. Mandic
Decoder-only transformers are the backbone of the popular generative pre-trained transformer (GPT) series of large language models. In this work, we employ this framework to the an…
cs.LG2024
Demystifying the Hypercomplex: Inductive Biases in Hypercomplex Deep Learning
Danilo Comminiello, Eleonora Grassucci, Danilo P. Mandic +1
Hypercomplex algebras have recently been gaining prominence in the field of deep learning owing to the advantages of their division algebras over real vector spaces and their super…