Neutrino Physics and Machine Learning (NPML 2025)

Session

Experiments - DUNE

29 Oct 2025, 09:00

Koshiba Hall (University of Tokyo)

22. AI/ML at DUNE

Jianming Bian

29/10/2025, 09:00

Long talk (25min. + 10min. Q/A)

The Deep Underground Neutrino Experiment (DUNE) is the flagship next-generation neutrino experiment in the United States, designed to decisively measure neutrino CP violation and determine the neutrino mass hierarchy. DUNE employs Liquid Argon Time Projection Chamber (LArTPC) technology, which provides exceptional spatial resolution and enables detailed reconstruction of final-state particles...

6. Capturing Neutrinos and New Physics at ProtoDUNE with a Machine Learning-Based Trigger Algorithm

Ciaran Hasnip

29/10/2025, 09:35

Short talk (15min. + 5 min. Q/A)

The Deep Underground Neutrino Experiment (DUNE) will deploy massive liquid argon time projection chamber (LArTPC) detectors to measure the properties of neutrinos with unprecedented precision. Currently, two full-scale prototypes of the DUNE far detectors (FDs) are at CERN, which are called the ProtoDUNE detectors. Recent studies indicate that these prototypes could have the potential to...

59. Deep Neural Network Cascade for the Deep Underground Neutrino Experiment

Francois Drielsma

29/10/2025, 09:55

Long talk (25min. + 10min. Q/A)

"Particle imaging detectors have been central to particle physics for more than a century, providing an unrivaled level of detail that has enabled numerous discoveries. Liquid argon time projection chambers (LArTPCs), a dense and scalable realization of this detection paradigm, constitute the core technology of the Deep Underground Neutrino Experiment (DUNE). Automating the reconstruction of...

8. Track Matching Across Detectors: Using GNNs to Match Particles across DUNE’s Near Detector Prototypes

Jessie Micallef

29/10/2025, 10:50

Short talk (15min. + 5 min. Q/A)

In the global scientific effort to better understand how neutrinos fit (or don’t) within the bounds of the Standard Model, the Deep Underground Neutrino Experiment (DUNE) aims to make precise neutrino oscillation measurements to determine the neutrino mass ordering and establish the value of neutrino Charge-Parity (CP) violation. To accomplish this, DUNE has a host of near detectors that will...

27. DNN + MLEM synergy for imaging of neutrino interactions in LAr

Filippo Mei

29/10/2025, 11:10

Short talk (15min. + 5 min. Q/A)

DUNE is a next-generation long-baseline neutrino experiment aiming to determine
the neutrino mass ordering, study CP violation in the leptonic sector, observe
supernova neutrinos, and search for physics beyond the Standard Model. It will
feature a Near Detector 547 m from the source and a Far Detector ~1300 km away.
Within the Near Detector, the System for on Axis Neutrino Detection...