Pith Number

pith:I3LTXVJS

pith:2025:I3LTXVJST32EI3KW5QLDRLPW7J

not attested not anchored not stored refs pending

Accurate and Scalable Graph Neural Networks via Message Invariance

Bin Li, Feng Wu, Jie Wang, Xize Liang, Zhihao Shi, Zhiwei Zhuang

arxiv:2502.19693 v1 · 2025-02-27 · 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{I3LTXVJST32EI3KW5QLDRLPW7J}

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.

Receipt and verification

First computed	2026-07-05T10:20:51.204116Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46d73bd5329ef4446d56ec1638adf6fa697874faab7367af0691e6f0c82e430c

Aliases

arxiv: 2502.19693 · arxiv_version: 2502.19693v1 · doi: 10.48550/arxiv.2502.19693 · pith_short_12: I3LTXVJST32E · pith_short_16: I3LTXVJST32EI3KW · pith_short_8: I3LTXVJS

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/I3LTXVJST32EI3KW5QLDRLPW7J \
  | 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: 46d73bd5329ef4446d56ec1638adf6fa697874faab7367af0691e6f0c82e430c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06f4af9a8271fd8da396f1766053a7254f1ca39195018a90c2389c6f5d5d8477",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-27T02:07:00Z",
    "title_canon_sha256": "960e8adbe50e3175c020e456609577458f518ee258da58b773fab3d3c1099b16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.19693",
    "kind": "arxiv",
    "version": 1
  }
}