Pith Number

pith:52JQJRXH

pith:2024:52JQJRXHPGLRNQVJAYCRHNBKAT

not attested not anchored not stored refs pending

Introduction to Graph Neural Networks for Machine Learning Engineers

Adrian V. Mariano, Chris Giannella, Daoud Meerzaman, James H. Tanis

arxiv:2412.19419 v2 · 2024-12-27 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{52JQJRXHPGLRNQVJAYCRHNBKAT}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

Thermal Characterization of a 6-Positioner, 6.2-mm-Pitch Module for Stage-5 Telescopes

MOSAIC at ELT: Design and First Performance Results of Novel Robotic Optical-Relay Positioners

Receipt and verification

First computed	2026-06-02T03:04:31.709917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee9304c6e7799716c2a9060513b42a04c2ceea45b63f3d420d812cefeb801a80

Aliases

arxiv: 2412.19419 · arxiv_version: 2412.19419v2 · doi: 10.48550/arxiv.2412.19419 · pith_short_12: 52JQJRXHPGLR · pith_short_16: 52JQJRXHPGLRNQVJ · pith_short_8: 52JQJRXH

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/52JQJRXHPGLRNQVJAYCRHNBKAT \
  | 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: ee9304c6e7799716c2a9060513b42a04c2ceea45b63f3d420d812cefeb801a80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a15e688ac4ec8514ab23a9114e704e5547ac996751156dc1798d0d71deae7bb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-27T03:13:02Z",
    "title_canon_sha256": "bd3a20b5f9e7368bd552b8f53cc3b7f575c976fa477ad067bed9700725779be7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19419",
    "kind": "arxiv",
    "version": 2
  }
}