Research
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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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0111 · Sep 201819922001200920172026
2 results for “IceCube DeepCore”
2D Convolutional Neural Network for Event Reconstruction in IceCube DeepCoreastro-ph.HE

CNN improves neutrino event reconstruction in IceCube DeepCore.

problem Difficulties in distinguishing muon neutrinos and reconstructing inelasticity at GeV scale energies.
method 2D Convolutional Neural Network exploiting time and depth translational symmetry.
result CNN model outperforms conventional methods for flavor identification and inelasticity reconstruction.
IceCube DeepCoreneutrino event reconstructionCNNneutrino oscillationtime and depth symmetry
2023-07-31abs ↗pdf ↗
Graph Neural Networks for IceCube Signal Classificationcs.LG

Tasks involving the analysis of geometric (graph- and manifold-structured) data have recently gained prominence in the machine learning community, giving birth to a rapidly developing field of geometric deep learning. In this work, we leverage graph neural networks to improve signal detection in the IceCube neutrino ob…

2018-09-17abs ↗pdf ↗