63 citations · 224 across the 12 of their papers we have counts for
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cs.LG2023★ 5 cited
Fishnets: Information-Optimal, Scalable Aggregation for Sets and Graphs
T. Lucas Makinen, Justin Alsing, Benjamin D. Wandelt
Set-based learning is an essential component of modern deep learning and network science. Graph Neural Networks (GNNs) and their edge-free counterparts Deepsets have proven remarka…
astro-ph.CO2023★ 15 cited
Field-level inference of cosmic shear with intrinsic alignments and baryons
Natalia Porqueres, Alan Heavens, Daniel Mortlock +2
We construct a field-based Bayesian Hierarchical Model for cosmic shear that includes, for the first time, the important astrophysical systematics of intrinsic alignments and baryo…