Pith Number

pith:2XO5HMPF

pith:2021:2XO5HMPFFQYFJUH36YUA7W66HN

not attested not anchored not stored refs pending

Generalizing Graph Neural Networks on Out-Of-Distribution Graphs

Bai Wang, Chuan Shi, Peng Cui, Shaohua Fan, Xiao Wang

arxiv:2111.10657 v4 · 2021-11-20 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{2XO5HMPFFQYFJUH36YUA7W66HN}

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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

2 papers in Pith

OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation

Physics-Aware Auxiliary Losses Improve Out-of-Distribution Generalization of a GNN Synthesizability Filter

Receipt and verification

First computed	2026-07-05T07:53:57.559182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5ddd3b1e52c3054d0fbf6280fdbde3b6a966e43a3cb97fadda1ded27187ce03

Aliases

arxiv: 2111.10657 · arxiv_version: 2111.10657v4 · doi: 10.48550/arxiv.2111.10657 · pith_short_12: 2XO5HMPFFQYF · pith_short_16: 2XO5HMPFFQYFJUH3 · pith_short_8: 2XO5HMPF

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/2XO5HMPFFQYFJUH36YUA7W66HN \
  | 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: d5ddd3b1e52c3054d0fbf6280fdbde3b6a966e43a3cb97fadda1ded27187ce03

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f354ad667dee3f906f9c166613b2c95d60e27827fe72c675f2b15d4c879adc95",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-20T18:57:18Z",
    "title_canon_sha256": "af46b825f266ab176882561615727be23327b1089c0d51aca42d60b6986a39ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.10657",
    "kind": "arxiv",
    "version": 4
  }
}