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pith:AJRBJNOZ

pith:2026:AJRBJNOZTM7ID2FSIONRJOPWU6
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Disk-like galaxies at 4 < z < 7.7 : JWST/NIRCam morphologies revealed by denoising VAE-GCNN classification

A. Avagyan, S.S. Mirzoyan, V.G. Gurzadyan

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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\pithnumber{AJRBJNOZTM7ID2FSIONRJOPWU6}

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3 Author claim open · sign in to claim
4 Citations open
5 Replications open
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Claims

C1strongest claim

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.

C2weakest assumption

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.

C3one line summary

A denoising VAE-GCNN pipeline applied to JWST/NIRCam images yields a 0.34 fraction of disk-like galaxies at 4 < z < 7.7.

References

23 extracted · 23 resolved · 0 Pith anchors

[1] L., Teyssier, R., & Dekel, A 2025
[2] 2011, A&A, 532, A74 2011
[3] et al, 2025, ApJ, 994, 126 Capozziello S., Di Valentino E., Gurzadyan V.G., 2025, Eur 2025
[4] arXiv e-prints , keywords = 2026
[5] Group Equivariant Convolutional Networks 2016 · arXiv:1602.07576

Cited by

1 paper in Pith

Receipt and verification
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

Canonical hash

026214b5d99b3e81e8b2439b14b9f6a7b1798c875498bce5af5c8af8f87db552

Aliases

arxiv: 2604.14599 · arxiv_version: 2604.14599v1 · doi: 10.48550/arxiv.2604.14599 · pith_short_12: AJRBJNOZTM7I · pith_short_16: AJRBJNOZTM7ID2FS · pith_short_8: AJRBJNOZ
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Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AJRBJNOZTM7ID2FSIONRJOPWU6 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 026214b5d99b3e81e8b2439b14b9f6a7b1798c875498bce5af5c8af8f87db552
Canonical record JSON
{
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    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "astro-ph.GA",
    "submitted_at": "2026-04-16T04:08:00Z",
    "title_canon_sha256": "0303224ab1e381b383febabf82084cb64de92d13638708971997722f542edaf4"
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    "kind": "arxiv",
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}