Pith Number

pith:U7YTQEC2

pith:2018:U7YTQEC2U4QWIQMQ5GUMR5CX2M

not attested not anchored not stored refs pending

Graph Neural Networks: A Review of Methods and Applications

Changcheng Li, Cheng Yang, Ganqu Cui, Jie Zhou, Lifeng Wang, Maosong Sun, Shengding Hu, Zhengyan Zhang, Zhiyuan Liu

arxiv:1812.08434 v6 · 2018-12-20 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{U7YTQEC2U4QWIQMQ5GUMR5CX2M}

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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

5 papers in Pith

The Montparnasse Algorithm for RNA Design

Graph Star Net for Generalized Multi-Task Learning

Fast Training of Sparse Graph Neural Networks on Dense Hardware

Machine Learning for Multi-messenger Probes of New Physics and Cosmology: A Review and Perspective

Evaluating LLMs on Large-Scale Graph Property Estimation via Random Walks

Receipt and verification

First computed	2026-07-05T03:20:17.560793Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7f138105aa721644190e9a8c8f457d31054eec1c33d60e71c1e3e26a624e4c8

Aliases

arxiv: 1812.08434 · arxiv_version: 1812.08434v6 · doi: 10.48550/arxiv.1812.08434 · pith_short_12: U7YTQEC2U4QW · pith_short_16: U7YTQEC2U4QWIQMQ · pith_short_8: U7YTQEC2

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/U7YTQEC2U4QWIQMQ5GUMR5CX2M \
  | 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: a7f138105aa721644190e9a8c8f457d31054eec1c33d60e71c1e3e26a624e4c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "355e35e414f78c94c8f0f853a9a312408a78d23ee99cbd35f95f6679b7ea8148",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-20T09:30:12Z",
    "title_canon_sha256": "945292cf053daf67f8589adf8ddbc02a12cd2c840efe800baf547a05056f7346"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.08434",
    "kind": "arxiv",
    "version": 6
  }
}