Pith Number

pith:JMSQMWEP

pith:2024:JMSQMWEPLERIKOKAJLN5ATOEME

not attested not anchored not stored refs pending

CoverUp: Effective High Coverage Test Generation for Python

Emery D. Berger, Juan Altmayer Pizzorno

arxiv:2403.16218 v4 · 2024-03-24 · cs.SE · cs.AI · cs.LG · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JMSQMWEPLERIKOKAJLN5ATOEME}

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

8 papers in Pith

PBT-Bench: Benchmarking AI Agents on Property-Based Testing

Sakura: An Approach for Generating Complex Tests from Natural Language Test Descriptions

Large Language Model assisted Hybrid Fuzzing

PBT-Bench: Benchmarking AI Agents on Property-Based Testing

Receipt and verification

First computed	2026-07-05T11:00:36.673952Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b2506588f59228539404adbd04dc46123da10fa3da507b2a2537f53819beecc

Aliases

arxiv: 2403.16218 · arxiv_version: 2403.16218v4 · doi: 10.48550/arxiv.2403.16218 · pith_short_12: JMSQMWEPLERI · pith_short_16: JMSQMWEPLERIKOKA · pith_short_8: JMSQMWEP

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/JMSQMWEPLERIKOKAJLN5ATOEME \
  | 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: 4b2506588f59228539404adbd04dc46123da10fa3da507b2a2537f53819beecc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a80aeeabf83aa818206e557908541d721f085ec96a607c2d7dbabef9c92db0da",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.PL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-03-24T16:18:27Z",
    "title_canon_sha256": "5c79fbe4210ab30b9a74729e1d37b2c3c7ba648b4f5691fb3d8b733380f93e15"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.16218",
    "kind": "arxiv",
    "version": 4
  }
}