Pith Number

pith:P5FYAKBN

pith:2025:P5FYAKBNOTGGFEY3ZN6BUWKB4R

not attested not anchored not stored refs pending

Trustworthy GNNs with LLMs: A Systematic Review and Taxonomy

Fang He, Huimin Deng, Maojun Wang, Ruizhan Xue, Zeyu Zhang

arxiv:2502.08353 v1 · 2025-02-12 · 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{P5FYAKBNOTGGFEY3ZN6BUWKB4R}

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	2026-07-05T10:13:21.639273Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f4b80282d74cc62931bcb7c1a5941e4602a53acdb27f67485bb9be1a79dc036

Aliases

arxiv: 2502.08353 · arxiv_version: 2502.08353v1 · doi: 10.48550/arxiv.2502.08353 · pith_short_12: P5FYAKBNOTGG · pith_short_16: P5FYAKBNOTGGFEY3 · pith_short_8: P5FYAKBN

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/P5FYAKBNOTGGFEY3ZN6BUWKB4R \
  | 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: 7f4b80282d74cc62931bcb7c1a5941e4602a53acdb27f67485bb9be1a79dc036

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0fef5359bba823b3f6617c54f0d51ee5c646a5cec7cd8dee98cb3d0a67ddd859",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-12T12:28:39Z",
    "title_canon_sha256": "d8e9a800f6e123ef2c8ee8971d24c99f122a5581333c5b78ee30dfda8fb270f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08353",
    "kind": "arxiv",
    "version": 1
  }
}