Pith Number

pith:ZNC5CSDQ

pith:2021:ZNC5CSDQKS5GXLYSFGV2F2Y5H4

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:2111.04666 v1 · 2021-11-08 · 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{ZNC5CSDQKS5GXLYSFGV2F2Y5H4}

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	2026-07-05T03:30:02.987159Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb45d1487054ba6baf1229aba2eb1d3f32b5cf77f3da189c38f74d49bf3373d4

Aliases

arxiv: 2111.04666 · arxiv_version: 2111.04666v1 · doi: 10.48550/arxiv.2111.04666 · pith_short_12: ZNC5CSDQKS5G · pith_short_16: ZNC5CSDQKS5GXLYS · pith_short_8: ZNC5CSDQ

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/ZNC5CSDQKS5GXLYSFGV2F2Y5H4 \
  | 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: cb45d1487054ba6baf1229aba2eb1d3f32b5cf77f3da189c38f74d49bf3373d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a58be1c88c0f51d0cb6eb1ea983f8601a7acc8f40fb7408524307222c7ae1ce4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2021-11-08T17:34:29Z",
    "title_canon_sha256": "5b41dd021c8b246e179d10fa4b546dfd05e67fc952f74d692199744514e48f82"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.04666",
    "kind": "arxiv",
    "version": 1
  }
}