Pith. sign in

REVIEW 8 cited by

Measurement of atmospheric neutrino oscillation parameters using convolutional neural networks with 9.3 years of data in IceCube DeepCore

Not yet reviewed by Pith; the record is open.

This paper has not been read by Pith yet. Machine review is queued; the pith claim, tier, and objections will appear here once it completes.

SPECIMEN: schema-true, not a live event

T0 review · schema-true

One-sentence machine reading of the paper's core claim.

pith:XXXXXXXX · record.json · timestamp

arxiv 2405.02163 v1 pith:W7F3R62X submitted 2024-05-03 hep-ex

classification hep-ex
keywords neutrinoatmosphericdeepcoreoscillationconvolutionaldataenergiesicecube
verification ladder T0 review T1 audit T2 compute T3 formal
0 comments
abstract

The DeepCore sub-detector of the IceCube Neutrino Observatory provides access to neutrinos with energies above approximately 5 GeV. Data taken between 2012-2021 (3,387 days) are utilized for an atmospheric $\nu_\mu$ disappearance analysis that studied 150,257 neutrino-candidate events with reconstructed energies between 5-100 GeV. An advanced reconstruction based on a convolutional neural network is applied, providing increased signal efficiency and background suppression, resulting in a measurement with both significantly increased statistics compared to previous DeepCore oscillation results and high neutrino purity. For the normal neutrino mass ordering, the atmospheric neutrino oscillation parameters and their 1$\sigma$ errors are measured to be $\Delta$m$^2_{32}$ = $2.40\substack{+0.05 \\ -0.04} \times 10^{-3} \textrm{ eV}^2$ and sin$^2$$\theta_{23}$=$0.54\substack{+0.04 \\ -0.03}$. The results are the most precise to date using atmospheric neutrinos, and are compatible with measurements from other neutrino detectors including long-baseline accelerator experiments.

Discussion (0). Continue with ORCID to comment.

Forward citations

Cited by 8 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Second-Order Perturbative Correction for Neutrino Oscillation Tomography of the Earth

    hep-ph 2026-07 accept novelty 6.0 of 10

    Second-order perturbative neutrino oscillation probabilities for generic (non-symmetric) Earth density profiles enable accurate multi-shell evolution for oscillation tomography.

  2. Neutrino Constraints on Scalar-Tensor Gravity

    hep-ph 2025-12 conditional novelty 6.0 of 10

    Spatially varying scalar fields rescale neutrino masses and arrival times, and neutrino data bound these rescaling parameters for Symmetron and Chameleon models.

  3. Search for GeV-scale Dark Matter from the Galactic Center with IceCube-DeepCore

    astro-ph.HE 2025-11 conditional novelty 6.0 of 10

    Using 9.28 years of IceCube-DeepCore data, no dark-matter neutrino signal is found from the Galactic Center, setting the strongest neutrino-telescope limits for GeV-scale annihilation and decay.

  4. Search for High-Energy Neutrinos From the Sun Using Ten Years of IceCube Data

    hep-ex 2025-07 conditional novelty 6.0 of 10

    No dark matter neutrinos from the Sun appear in ten years of IceCube data, so the collaboration sets new world-leading upper limits on high-mass spin-dependent dark matter-nucleon scattering and on solar atmospheric n...

  5. Estimating the sensitivity of the IceCube Upgrade to probe the interior of the Earth using atmospheric neutrino oscillations

    hep-ex 2026-08 conditional novelty 5.0 of 10

    A Monte Carlo sensitivity study projects that the IceCube Upgrade with DeepCore can detect Earth matter effects at 5.5-7.1 sigma, reject a uniform Earth at 2.4 sigma, and measure the Earth's mass to about 10% precision.

  6. Probing non-unitarity of the PMNS matrix in P2SO and comparison with DUNE

    hep-ph 2026-03 conditional novelty 5.0 of 10

    Projected GLoBES sensitivities show DUNE constrains the non-unitarity parameters α11 and |α21| better, while P2SO wins on α33 (and marginally α22); non-unitarity also distorts mass-hierarchy, octant, and CP-violation ...

  7. On the Blueprint of Active Galaxies Producing Neutrinos

    astro-ph.HE 2026-07 conditional novelty 4.0 of 10

    Neutrinos from active galaxies are produced in compact X-ray-bright coronae within about ten Schwarzschild radii of the black hole, and such sources may supply the diffuse neutrino flux.

  8. Neutrinos in IceCube and KM3NeT

    astro-ph.HE 2025-01 unverdicted novelty 1.0 of 10

    A conference-style review of recent IceCube and KM3NeT neutrino results, with no new analysis, pointing to Seyfert galaxies as emerging neutrino sources.

Pith tools