Pith Number

pith:VGA3IEYS

pith:2024:VGA3IEYSRRKAQGKY4HSHZ6NLDH

not attested not anchored not stored refs pending

Adaptive Random Testing with Q-grams: The Illusion Comes True

Matteo Biagiola, Paolo Tonella, Robert Feldt

arxiv:2410.17907 v5 · 2024-10-23 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VGA3IEYSRRKAQGKY4HSHZ6NLDH}

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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

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach

Receipt and verification

First computed	2026-07-05T10:18:10.663616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a981b413128c54081958e1e47cf9ab19c2f8c758ac199d18bb48eefd31fc13eb

Aliases

arxiv: 2410.17907 · arxiv_version: 2410.17907v5 · doi: 10.48550/arxiv.2410.17907 · pith_short_12: VGA3IEYSRRKA · pith_short_16: VGA3IEYSRRKAQGKY · pith_short_8: VGA3IEYS

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/VGA3IEYSRRKAQGKY4HSHZ6NLDH \
  | 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: a981b413128c54081958e1e47cf9ab19c2f8c758ac199d18bb48eefd31fc13eb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6364b3c618d1bfa478fa6c9a834771dec9e6b41285ae17ded54621226da0416",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-10-23T14:26:51Z",
    "title_canon_sha256": "1a412eb5db7b9b8bf5cc4772d700e1a9525bdb3dbbe23adf6b9f2cd6bf1015d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.17907",
    "kind": "arxiv",
    "version": 5
  }
}