Pith Number

pith:KZFIYHS4

pith:2022:KZFIYHS4HT7LSO3IHB3AXAUPSO

not attested not anchored not stored refs pending

An Empirical Study of Retrieval-enhanced Graph Neural Networks

Bernardo Cuenca Grau, Dingmin Wang, Hanchen Wang, Jian Tang, Linfeng Song, Qi Liu, Shengchao Liu, Song Le

arxiv:2206.00362 v4 · 2022-06-01 · 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{KZFIYHS4HT7LSO3IHB3AXAUPSO}

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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.

Receipt and verification

First computed	2026-07-05T06:51:18.017370Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

564a8c1e5c3cfeb93b6838760b828f93b423fb9d4b17db4f49da205dc7096f51

Aliases

arxiv: 2206.00362 · arxiv_version: 2206.00362v4 · doi: 10.48550/arxiv.2206.00362 · pith_short_12: KZFIYHS4HT7L · pith_short_16: KZFIYHS4HT7LSO3I · pith_short_8: KZFIYHS4

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/KZFIYHS4HT7LSO3IHB3AXAUPSO \
  | 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: 564a8c1e5c3cfeb93b6838760b828f93b423fb9d4b17db4f49da205dc7096f51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e1f132148198ce424e5933ac1267ff195068a63521d2115b8c2b25db5dac119",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-01T09:59:09Z",
    "title_canon_sha256": "fa2ef556bc2351ba7f6e7a7b77c271d7aa65ac38f0db49434fca72a6c5f6abc0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.00362",
    "kind": "arxiv",
    "version": 4
  }
}