Pith Number

pith:32ZLT4YQ

pith:2023:32ZLT4YQSR52R2EZGAHFDGBPIO

not attested not anchored not stored refs pending

Cooperative Graph Neural Networks

Ben Finkelshtein, \.Ismail \.Ilkan Ceylan, Michael Bronstein, Xingyue Huang

arxiv:2310.01267 v2 · 2023-10-02 · 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{32ZLT4YQSR52R2EZGAHFDGBPIO}

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

1 paper in Pith

Node-as-Agent: Graph Agentic Network

Receipt and verification

First computed	2026-07-05T08:29:17.693662Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

deb2b9f310947ba8e899300e51982f43804dd42a701e17058ce7baa33144f12c

Aliases

arxiv: 2310.01267 · arxiv_version: 2310.01267v2 · doi: 10.48550/arxiv.2310.01267 · pith_short_12: 32ZLT4YQSR52 · pith_short_16: 32ZLT4YQSR52R2EZ · pith_short_8: 32ZLT4YQ

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/32ZLT4YQSR52R2EZGAHFDGBPIO \
  | 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: deb2b9f310947ba8e899300e51982f43804dd42a701e17058ce7baa33144f12c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96b6d4ff69637bad6f5c6d13091febf4a0d2c3928c72747610ecc1b5f4f4a732",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-02T15:08:52Z",
    "title_canon_sha256": "5a3b8009c87267f1233e2b4c74b6fad8ef74d5956fac82650e71052d8c0936d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.01267",
    "kind": "arxiv",
    "version": 2
  }
}