Pith Number

pith:G57FO7GN

pith:2024:G57FO7GNXMOH7SSQSBJB2X64JF

not attested not anchored not stored refs pending

Generative AI to Generate Test Data Generators

Andr\'e Silva, Benoit Baudry, Deepika Tiwari, Javier Ron, Khashayar Etemadi, Martin Monperrus, Sen Fang, Yi Liu, Yogya Gamage, Yuxin Liu

arxiv:2401.17626 v2 · 2024-01-31 · cs.SE · cs.AI · 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{G57FO7GNXMOH7SSQSBJB2X64JF}

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

The Current Challenges of Software Engineering in the Era of Large Language Models

Receipt and verification

First computed	2026-07-05T08:36:22.023858Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

377e577ccdbb1c7fca5090521d5fdc495e87d77165403020991f13d31f87a171

Aliases

arxiv: 2401.17626 · arxiv_version: 2401.17626v2 · doi: 10.48550/arxiv.2401.17626 · pith_short_12: G57FO7GNXMOH · pith_short_16: G57FO7GNXMOH7SSQ · pith_short_8: G57FO7GN

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/G57FO7GNXMOH7SSQSBJB2X64JF \
  | 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: 377e577ccdbb1c7fca5090521d5fdc495e87d77165403020991f13d31f87a171

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21aa46ab1512038710f53ee105cb9429eceb1fdb9694440db2ccc51844cd511f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-01-31T06:58:26Z",
    "title_canon_sha256": "9d1446e027f60122281e4701ad5ae4b85003a52b2bbe12fa79254f1c16b0a102"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.17626",
    "kind": "arxiv",
    "version": 2
  }
}