Pith Number

pith:M2W6VPUR

pith:2024:M2W6VPURXCDH53XIMXCXO75QR4

not attested not anchored not stored refs pending

Graph Learning in the Era of LLMs: A Survey from the Perspective of Data, Models, and Tasks

Guoren Wang, Hanwen Cui, Jiayi Wu, Jishuo Jia, Rong-Hua Li, Xunkai Li, Zhengyu Wu

arxiv:2412.12456 v1 · 2024-12-17 · cs.LG · cs.AI · cs.CL · cs.DB

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M2W6VPURXCDH53XIMXCXO75QR4}

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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

Detecting Differences Is Not Understanding Structure: Large Language Models Fail at Graph Isomorphism

When LLM Agents Meet Graph Optimization: An Automated Data Quality Improvement Approach

Receipt and verification

First computed	2026-07-05T09:50:15.189946Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

66adeabe91b8867eeee865c5777fb08f378387c4525b2dc51b5c2ebed0c96020

Aliases

arxiv: 2412.12456 · arxiv_version: 2412.12456v1 · doi: 10.48550/arxiv.2412.12456 · pith_short_12: M2W6VPURXCDH · pith_short_16: M2W6VPURXCDH53XI · pith_short_8: M2W6VPUR

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/M2W6VPURXCDH53XIMXCXO75QR4 \
  | 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: 66adeabe91b8867eeee865c5777fb08f378387c4525b2dc51b5c2ebed0c96020

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e7bb5878810186fda647ade38e5c3346cbd63394f82f997fea11c038f1c17311",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.DB"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-17T01:41:17Z",
    "title_canon_sha256": "441ff8cede1c6d57e68b26caefc40db15ed3e7d87708e99feea6d7da9248ad9f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12456",
    "kind": "arxiv",
    "version": 1
  }
}