Pith Number

pith:AEE4LBJU

pith:2025:AEE4LBJUTVSLS66C5NFSVQ7PW2

not attested not anchored not stored refs pending

Large Language Models in Code Co-generation for Safe Autonomous Vehicles

Ali Nouri, Beatriz Cabrero-Daniel, Christian Berger, H{\aa}kan Sivencrona, Krishna Ronanki, Zhennan Fei

arxiv:2505.19658 v1 · 2025-05-26 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AEE4LBJUTVSLS66C5NFSVQ7PW2}

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	2026-07-05T11:09:34.135007Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0109c585349d64b97bc2eb4b2ac3efb6b8f331602e537e8212adf53c86315a16

Aliases

arxiv: 2505.19658 · arxiv_version: 2505.19658v1 · doi: 10.48550/arxiv.2505.19658 · pith_short_12: AEE4LBJUTVSL · pith_short_16: AEE4LBJUTVSLS66C · pith_short_8: AEE4LBJU

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/AEE4LBJUTVSLS66C5NFSVQ7PW2 \
  | 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: 0109c585349d64b97bc2eb4b2ac3efb6b8f331602e537e8212adf53c86315a16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43ad0aea29cb6d2ce8fe3c4edfdb005e47b6ecf837f604b89592d5b60f4830a3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-05-26T08:18:30Z",
    "title_canon_sha256": "243efb8c4b3dce8d1da58e5f2dd36e254eea010ee53be66e63dfccb9f6471f45"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19658",
    "kind": "arxiv",
    "version": 1
  }
}