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3rd Workshop on Graph Neural Networks for Neutrino Telescope Event Reconstruction (GraphNeT III)

1–4 May 2023
Strandhotellet, Sandvig
Europe/Copenhagen timezone

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Session

Presentations

2 May 2023, 09:00
Strandhotellet, Sandvig

Strandhotellet, Sandvig

Strandhotellet Strandpromenaden 7, Sandvig Bornholm, Denmark

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  1. 18. Welcome
    Andreas Søgaard
    02/05/2023, 09:00
  2. 4. GraphNeT overview
    Andreas Søgaard
    02/05/2023, 09:15

    Introduction to the GraphNet package: Vision, status, achievements, plans, roadmap

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  3. 5. Representation learning using Graph Neural Networks
    Raghavendra Selvan (DIKU)
    02/05/2023, 09:45

    Learning compact and continuous representation spaces for discrete and non-Euclidean objects such as graphs can be useful to study their properties and perform meaningful vector manipulations that can translate back into the data space. In this session, we will look into graph neural network based regularised auto-encoders that can learn embedding spaces, that can also be conditioned on...

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  4. 6. IceCube Kaggle Challenge
    Philipp Eller (TUM)
    02/05/2023, 11:00

    https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/overview

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  5. 7. Galactic plane search with DL in IceCube
    Mirco Hünnefeld
    02/05/2023, 11:30
  6. 22. Event Classification for the ESSnuSB using GNNs
    Kaare Endrup Iversen (Lund University)
    02/05/2023, 12:00
  7. 23. Poster - Improving the direction and energy estimation of low-energy events in ANTARES with machine learning
    Juan García Méndez (Universitat Politècnica de València)
    02/05/2023, 17:00
  8. 24. Poster - Impact of muon deflections on angular muon reconstructions
    Pascal Gutjahr
    02/05/2023, 17:05
  9. 26. Poster - Detection and reconstruction of GeV neutrinos with IceCube
    Karlijn Kruiswijk
    02/05/2023, 17:10
  10. 27. Poster - Improving the sensitivity of KM3NeT in the MeV-GeV range using a GCN
    Jonathan Mauro
    02/05/2023, 17:15
  11. 29. Poster - Ideas to measure the prompt component of the atmospheric muon flux
    Ludwig Neste (TU Dortmund University)
    02/05/2023, 17:20
  12. 8. GraphNeT results
    Rasmus Ørsøe
    03/05/2023, 09:00

    Overview of physics analyses and studies that have been carried out in the context of GraphNeT, their impact on physics, and possible future directions.

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  13. 9. PyG 2.0
    Matthias Fey (PyG and kumo.ai)
    03/05/2023, 09:45
  14. 10. Automatic hyperparameter optimization for Graph Neural Networks
    Lukas Hennig
    03/05/2023, 11:00
  15. 11. Point-source search in IceCube, integration with GraphNeT
    Tomas Kontrimas
    03/05/2023, 11:35
  16. 19. Ideas for IceCube
    Troels Petersen
    03/05/2023, 12:10
  17. 32. Roadmap towards v2.0 – mini-workshop introduction
    Andreas Søgaard
    04/05/2023, 10:00
  18. 20. Roadmap towards v2.0 – mini-workshop
    Andreas Søgaard
    04/05/2023, 11:00
  19. 21. Summary, next workshop, and goodbye
    Andreas Søgaard
    04/05/2023, 12:10
  20. 30. Industry presentation - TBD
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