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20202024
most citedAnomaly detection with Convolutional Graph Neural Networks

96 citations · 199 across the 9 of their papers we have counts for

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Showing 2021Show all

2 papers · 1 filter

hep-ph2021★ 18 cited

Improved Constraints on Effective Top Quark Interactions using Edge Convolution Networks

Oliver Atkinson, Akanksha Bhardwaj, Stephen Brown +3

We explore the potential of Graph Neural Networks (GNNs) to improve the performance of high-dimensional effective field theory parameter fits to collider data beyond traditional re…

hep-ph2021★ 96 cited

Anomaly detection with Convolutional Graph Neural Networks

Oliver Atkinson, Akanksha Bhardwaj, Christoph Englert +2

We devise an autoencoder based strategy to facilitate anomaly detection for boosted jets, employing Graph Neural Networks (GNNs) to do so. To overcome known limitations of GNN auto…