A graph recurrent network reconstructs whole-atria atrial fibrillation dynamics from 10% catheter coverage, with 2.1x lower error and 11x better phase singularity detection than weak baselines, and shows promise on three real clinical cases.
Cost of an emerging epidemic: An economic analysis of atrial fibrillation in the UK
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
Learning to Predict Global Atrial Fibrillation Dynamics from Sparse Measurements
A graph recurrent network reconstructs whole-atria atrial fibrillation dynamics from 10% catheter coverage, with 2.1x lower error and 11x better phase singularity detection than weak baselines, and shows promise on three real clinical cases.