Pith Number

pith:OQZJAU2Q

pith:2024:OQZJAU2QHHMXDLJGLAN7X4V2ND

not attested not anchored not stored refs pending

Using Cooperative Co-evolutionary Search to Generate Metamorphic Test Cases for Autonomous Driving Systems

Ali Nasr, Hossein Yousefizadeh, Lionel C. Briand, Shenghui Gu

arxiv:2412.03843 v3 · 2024-12-05 · cs.SE · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OQZJAU2QHHMXDLJGLAN7X4V2ND}

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.

Receipt and verification

First computed	2026-07-05T11:07:17.498350Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

743290535039d971ad26581bfbf2ba68d30a5e73bd2fd9e70a1a7015d1943456

Aliases

arxiv: 2412.03843 · arxiv_version: 2412.03843v3 · doi: 10.48550/arxiv.2412.03843 · pith_short_12: OQZJAU2QHHMX · pith_short_16: OQZJAU2QHHMXDLJG · pith_short_8: OQZJAU2Q

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/OQZJAU2QHHMXDLJGLAN7X4V2ND \
  | 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: 743290535039d971ad26581bfbf2ba68d30a5e73bd2fd9e70a1a7015d1943456

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff8d2ac88cc9f6aa0c36c03043f89f75521553eacc173a2a79e8df0d4164c4f9",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-05T03:17:31Z",
    "title_canon_sha256": "d01e549d8af0c0ed8d3cbdedce1f7e73c68642aa734ca306a043c299288d89cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03843",
    "kind": "arxiv",
    "version": 3
  }
}