Pith Number

pith:DMJRNC7S

pith:2025:DMJRNC7SWWVUC3SZ3QCODECGLW

not attested not anchored not stored refs pending

LLM Enhancers for GNNs: An Analysis from the Perspective of Causal Mechanism Identification

Changwen Zheng, Fengge Wu, Hang Gao, Huaping Liu, Junsuo Zhao, Wenxuan Huang

arxiv:2505.08265 v3 · 2025-05-13 · 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{DMJRNC7SWWVUC3SZ3QCODECGLW}

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	2026-07-05T11:19:26.890674Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b13168bf2b5ab416e59dc04e190465d937daa904880e7ff402dc7533b5a7c29

Aliases

arxiv: 2505.08265 · arxiv_version: 2505.08265v3 · doi: 10.48550/arxiv.2505.08265 · pith_short_12: DMJRNC7SWWVU · pith_short_16: DMJRNC7SWWVUC3SZ · pith_short_8: DMJRNC7S

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/DMJRNC7SWWVUC3SZ3QCODECGLW \
  | 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: 1b13168bf2b5ab416e59dc04e190465d937daa904880e7ff402dc7533b5a7c29

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f954bf1d626b921d06282558907b697861d4e537b8b2967da4388812e028bab",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-13T06:29:25Z",
    "title_canon_sha256": "d4af35edf78c869cb4f4250e2e48f44092dec50c2c30ba7fb3250e07ac5841db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08265",
    "kind": "arxiv",
    "version": 3
  }
}