52 citations · 165 across the 14 of their papers we have counts for
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physics.data-an2023★ 2 cited
High Pileup Particle Tracking with Object Condensation
Kilian Lieret, Gage DeZoort, Devdoot Chatterjee +3
Recent work has demonstrated that graph neural networks (GNNs) can match the performance of traditional algorithms for charged particle tracking while improving scalability to meet…
physics.data-an2023
An Object Condensation Pipeline for Charged Particle Tracking at the High Luminosity LHC
Kilian Lieret, Gage DeZoort
Recent work has demonstrated that graph neural networks (GNNs) trained for charged particle tracking can match the performance of traditional algorithms while improving scalability…
stat.ML2023
Principles for Initialization and Architecture Selection in Graph Neural Networks with ReLU Activations
Gage DeZoort, Boris Hanin
This article derives and validates three principles for initialization and architecture selection in finite width graph neural networks (GNNs) with ReLU activations. First, we theo…