Pith Number

pith:4LPQPEGJ

pith:2024:4LPQPEGJRA3M7JK7ZTCWZP7VE2

not attested not anchored not stored refs pending

LOGIN: A Large Language Model Consulted Graph Neural Network Training Framework

Jiarong Xu, Qing He, Xiang Ao, Xiaoqian Sun, Yang Liu, Yiran Qiao

arxiv:2405.13902 v2 · 2024-05-22 · 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{4LPQPEGJRA3M7JK7ZTCWZP7VE2}

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.

Cited by

1 paper in Pith

Attention Mechanisms Perspective: Exploring LLM Processing of Graph-Structured Data

Receipt and verification

First computed	2026-07-05T08:28:10.300974Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2df0790c98836cfa55fccc56cbff526b0bdb41f3a4b5643d3a1e4941121121d

Aliases

arxiv: 2405.13902 · arxiv_version: 2405.13902v2 · doi: 10.48550/arxiv.2405.13902 · pith_short_12: 4LPQPEGJRA3M · pith_short_16: 4LPQPEGJRA3M7JK7 · pith_short_8: 4LPQPEGJ

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/4LPQPEGJRA3M7JK7ZTCWZP7VE2 \
  | 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: e2df0790c98836cfa55fccc56cbff526b0bdb41f3a4b5643d3a1e4941121121d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb8b4fc041062ceef4927e9a7f8d0e6081c8e0ed5b7ba38fafd85631d17b6424",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-22T18:17:20Z",
    "title_canon_sha256": "e19f55c0f144617157c40d06a84178459ea97f8065526e3ae02c00be724df154"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13902",
    "kind": "arxiv",
    "version": 2
  }
}