Pith Number

pith:MZSXBIHC

pith:2022:MZSXBIHC5PTVTQMH5QTXV2ONJ2

not attested not anchored not stored refs pending

Machine Learning-based Test Selection for Simulation-based Testing of Self-driving Cars Software

Alessio Gambi, Bill Bosshard, Christian Birchler, Sajad Khatiri, Sebastiano Panichella

arxiv:2212.04769 v1 · 2022-12-09 · 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{MZSXBIHC5PTVTQMH5QTXV2ONJ2}

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	2026-07-05T05:23:51.397231Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

666570a0e2ebe759c187ec277ae9cd4e96c2639b5e2632ccbb54f54c4e575974

Aliases

arxiv: 2212.04769 · arxiv_version: 2212.04769v1 · doi: 10.48550/arxiv.2212.04769 · pith_short_12: MZSXBIHC5PTV · pith_short_16: MZSXBIHC5PTVTQMH · pith_short_8: MZSXBIHC

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/MZSXBIHC5PTVTQMH5QTXV2ONJ2 \
  | 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: 666570a0e2ebe759c187ec277ae9cd4e96c2639b5e2632ccbb54f54c4e575974

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30383338383adb771e3d74bfbd04defd368d0a125c6561ca967125986d9067e3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-12-09T10:46:19Z",
    "title_canon_sha256": "5b41dd021c8b246e179d10fa4b546dfd05e67fc952f74d692199744514e48f82"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.04769",
    "kind": "arxiv",
    "version": 1
  }
}