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gr-qc2025
TemplateGeNN: Neural Networks used to accelerate Gravitational Wave Template Bank Generation
Susanna Green, Andrew Lundgren
We introduce TemplateGeNN, a fast stochastic template bank generation algorithm which uses Graphical Processing Units (GPUs) and a LearningMatch model (Siamese neural network). Tem…
gr-qc2025
LearningMatch: Siamese Neural Network Learns the Match Manifold
Susanna Green, Andrew Lundgren, Xan Morice-Atkinson
The match, which is defined as the the similarity between two waveform templates, is a fundamental calculation in computationally expensive gravitational-wave data-analysis pipelin…