Pith Number

pith:TNHHOPXM

pith:2023:TNHHOPXMC56HEZ27YYZ52UUUHR

not attested not anchored not stored refs pending

E(2) Equivariant Neural Networks for Robust Galaxy Morphology Classification

Franc O, Jonathan Blazek, Purvik Patel, Sneh Pandya

arxiv:2311.01500 v1 · 2023-11-02 · astro-ph.GA · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TNHHOPXMC56HEZ27YYZ52UUUHR}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

3 papers in Pith

Enhancing Galaxy Classification with U-Net Variational Autoencoders. III. Disk-like Galaxy Identification in JWST Samples of up to redshift 4

Interpreting "Interpretability" and Explaining "Explainability" in Machine Learning in Physics

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

Receipt and verification

First computed	2026-07-05T07:08:30.453930Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b4e773eec177c72675fc633dd52943c74c029f332c57cb64f9d13312f45e24e

Aliases

arxiv: 2311.01500 · arxiv_version: 2311.01500v1 · doi: 10.48550/arxiv.2311.01500 · pith_short_12: TNHHOPXMC56H · pith_short_16: TNHHOPXMC56HEZ27 · pith_short_8: TNHHOPXM

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/TNHHOPXMC56HEZ27YYZ52UUUHR \
  | 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: 9b4e773eec177c72675fc633dd52943c74c029f332c57cb64f9d13312f45e24e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "731e91bfd0cbeec9844579348b8f17687ebdfb68282002765fc032c880a20b66",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "astro-ph.GA",
    "submitted_at": "2023-11-02T18:00:02Z",
    "title_canon_sha256": "c13455280e5497519eb0e567b7d41a6f6577028e316136faf4824fba809a602a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.01500",
    "kind": "arxiv",
    "version": 1
  }
}