Search Results for author: Álvaro Arroyo

Found 2 papers, 0 papers with code

Rough Transformers for Continuous and Efficient Time-Series Modelling

no code implementations15 Mar 2024 Fernando Moreno-Pino, Álvaro Arroyo, Harrison Waldon, Xiaowen Dong, Álvaro Cartea

To mitigate this, we introduce the Rough Transformer, a variation of the Transformer model which operates on continuous-time representations of input sequences and incurs significantly reduced computational costs, critical for addressing long-range dependencies common in medical contexts.

Time Series

Projections of Model Spaces for Latent Graph Inference

no code implementations21 Mar 2023 Haitz Sáez de Ocáriz Borde, Álvaro Arroyo, Ingmar Posner

Graph Neural Networks leverage the connectivity structure of graphs as an inductive bias.

Inductive Bias

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