Pith Number

pith:U6BBIU2F

pith:2025:U6BBIU2F3HAPGUCMEMDB55EYMF

not attested not anchored not stored refs pending

GraphMaster: Automated Graph Synthesis via LLM Agents in Data-Limited Environments

Enjun Du, Guoren Wang, Rong-Hua Li, Tian Jin, Xunkai Li, Zhihan Zhang

arxiv:2504.00711 v2 · 2025-04-01 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U6BBIU2F3HAPGUCMEMDB55EYMF}

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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

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

GRAPHIA: Harnessing Social Graph Data to Enhance LLM-Based Social Simulation

Receipt and verification

First computed	2026-07-05T10:58:25.161687Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a782145345d9c0f3504c23061ef498617f9631235b5bdb515fa14ca9d5263827

Aliases

arxiv: 2504.00711 · arxiv_version: 2504.00711v2 · doi: 10.48550/arxiv.2504.00711 · pith_short_12: U6BBIU2F3HAP · pith_short_16: U6BBIU2F3HAPGUCM · pith_short_8: U6BBIU2F

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/U6BBIU2F3HAPGUCMEMDB55EYMF \
  | 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: a782145345d9c0f3504c23061ef498617f9631235b5bdb515fa14ca9d5263827

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4478e2468d6b6d70b8661949a3b6d2bdd3c2dcb6603cc8cc41d74dc08e336ed0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-01T12:21:50Z",
    "title_canon_sha256": "96caa6cc8dfcb1a4ae7a30ffa0431c1f76c7b0cd3acfb44ff9ed7c8afe9e1d6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.00711",
    "kind": "arxiv",
    "version": 2
  }
}