Pith Number

pith:S6XR5NGV

pith:2024:S6XR5NGVVNZSEEZPRMRNRYXYTO

not attested not anchored not stored refs pending

A Manifold Perspective on the Statistical Generalization of Graph Neural Networks

Alejandro Ribeiro, Juan Cervino, Zhiyang Wang

arxiv:2406.05225 v6 · 2024-06-07 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S6XR5NGVVNZSEEZPRMRNRYXYTO}

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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

1 paper in Pith

Memorization in Graph Neural Networks

Receipt and verification

First computed	2026-07-05T11:17:33.369347Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

97af1eb4d5ab7322132f8b22d8e2f89ba6fc8405d508e0099490aab0c6b077f7

Aliases

arxiv: 2406.05225 · arxiv_version: 2406.05225v6 · doi: 10.48550/arxiv.2406.05225 · pith_short_12: S6XR5NGVVNZS · pith_short_16: S6XR5NGVVNZSEEZP · pith_short_8: S6XR5NGV

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/S6XR5NGVVNZSEEZPRMRNRYXYTO \
  | 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: 97af1eb4d5ab7322132f8b22d8e2f89ba6fc8405d508e0099490aab0c6b077f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f537b81f2b731f2f52ec854a49f23742e2679df575393ee2c4abe87fbdad3733",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-07T19:25:02Z",
    "title_canon_sha256": "ffb0d1526bf921b69b3ec9c086fb8b37f1d04f8a930d77dc0c42b60f63582675"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.05225",
    "kind": "arxiv",
    "version": 6
  }
}