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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…