pith:AJRBJNOZ
Disk-like galaxies at 4 < z < 7.7 : JWST/NIRCam morphologies revealed by denoising VAE-GCNN classification
A VAE-GCNN pipeline on JWST/NIRCam images measures a 0.34 disk-like fraction among 100 galaxies at redshifts 4 to 7.7.
arxiv:2604.14599 v1 · 2026-04-16 · astro-ph.GA
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We determine the fraction of disk-like galaxies as 0.34 for a sample of JWST 100 galaxies over the redshift range 4 < z < 7.7, also in dependence on the galaxy mass range.
The denoising VAE preserves intrinsic galaxy morphology without introducing or removing disk-like features, and the GCNN classifier trained on the denoised cutouts generalizes accurately to high-redshift JWST data without significant bias from training set or redshift effects.
A denoising VAE-GCNN pipeline applied to JWST/NIRCam images yields a 0.34 fraction of disk-like galaxies at 4 < z < 7.7.
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| First computed | 2026-07-17T01:20:49.421220Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
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curl -sH 'Accept: application/ld+json' https://pith.science/pith/AJRBJNOZTM7ID2FSIONRJOPWU6 \
| jq -c '.canonical_record' \
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Canonical record JSON
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