Pith Number

pith:CUIM6RFK

pith:2024:CUIM6RFKZTKUGR42MQJVR5G2GG

not attested not anchored not stored refs pending

Test-Time Training on Graphs with Large Language Models (LLMs)

En Zhu, Jiaxin Zhang, Ruicaho Ren, Siwei Wang, Xihong Yang, Xinwang Liu, Yiqi Wang, Yu Feng, Yu Shi

arxiv:2404.13571 v1 · 2024-04-21 · 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{CUIM6RFKZTKUGR42MQJVR5G2GG}

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	2026-07-05T08:10:34.315722Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1510cf44aaccd543479a641358f4da31b0f944de6689726cc2d16acc4258de29

Aliases

arxiv: 2404.13571 · arxiv_version: 2404.13571v1 · doi: 10.48550/arxiv.2404.13571 · pith_short_12: CUIM6RFKZTKU · pith_short_16: CUIM6RFKZTKUGR42 · pith_short_8: CUIM6RFK

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/CUIM6RFKZTKUGR42MQJVR5G2GG \
  | 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: 1510cf44aaccd543479a641358f4da31b0f944de6689726cc2d16acc4258de29

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97f8a88c3ebfbe9eeec75be0a1f542157d75bc46848043ec1e19c606c2cfb602",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-21T08:20:02Z",
    "title_canon_sha256": "231c04d7a3f7532c2c2eb9f779044235ec40b0c12ceae8b25aa29f3b693e19ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.13571",
    "kind": "arxiv",
    "version": 1
  }
}