Pith Number

pith:GCMMOYUQ

pith:2025:GCMMOYUQIA2N7IV4EDCIMBDLNT

not attested not anchored not stored refs pending

Doubling Your Data in Minutes: Ultra-fast Tabular Data Generation via LLM-Induced Dependency Graphs

Bardh Prenkaj, Gjergji Kasneci, Shuo Yang, Zheyu Zhang

arxiv:2507.19334 v1 · 2025-07-25 · 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{GCMMOYUQIA2N7IV4EDCIMBDLNT}

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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

1 paper in Pith

Attributes as Textual Genes: Leveraging LLMs as Genetic Algorithm Simulators for Conditional Synthetic Data Generation

Receipt and verification

First computed	2026-07-05T11:43:23.657686Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3098c762904034dfa2bc20c486046b6cd9378aa953a2d66a585c97b98abe49d1

Aliases

arxiv: 2507.19334 · arxiv_version: 2507.19334v1 · doi: 10.48550/arxiv.2507.19334 · pith_short_12: GCMMOYUQIA2N · pith_short_16: GCMMOYUQIA2N7IV4 · pith_short_8: GCMMOYUQ

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/GCMMOYUQIA2N7IV4EDCIMBDLNT \
  | 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: 3098c762904034dfa2bc20c486046b6cd9378aa953a2d66a585c97b98abe49d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb1267618794ccbba9738214900a120310db42b373d6b1cf50ce1b85fcd553b0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-25T14:43:50Z",
    "title_canon_sha256": "d7d505e7228ea54651e55779ed6cf7e0a147ff55e24d215e3a127b6be7d1f44e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.19334",
    "kind": "arxiv",
    "version": 1
  }
}