Pith Number

pith:THQBTOFD

pith:2025:THQBTOFDDA2UY5QYCGRD7CIH44

not attested not anchored not stored refs pending

On Simulation-Guided LLM-based Code Generation for Safe Autonomous Driving Software

Ali Nouri, Beatriz Cabrero-Daniel, Christian Berger, Emil Knabe, Hakan Sivencrona, Johan Andersson, Kailash De Jesus Hornig, Zhennan Fei

arxiv:2504.02141 v1 · 2025-04-02 · cs.SE · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{THQBTOFDDA2UY5QYCGRD7CIH44}

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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

1 paper in Pith

Survey of GenAI for Automotive Software Development: From Requirements to Executable Code

Receipt and verification

First computed	2026-07-05T10:43:51.198778Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

99e019b8a318354c761811a23f8907e71879af7dafd7cce234421872a4b14826

Aliases

arxiv: 2504.02141 · arxiv_version: 2504.02141v1 · doi: 10.48550/arxiv.2504.02141 · pith_short_12: THQBTOFDDA2U · pith_short_16: THQBTOFDDA2UY5QY · pith_short_8: THQBTOFD

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/THQBTOFDDA2UY5QYCGRD7CIH44 \
  | 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: 99e019b8a318354c761811a23f8907e71879af7dafd7cce234421872a4b14826

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4d6253312cbe5fb8365a7802473bc58df16a881af0336ccc3185c6696641d5c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-04-02T21:35:11Z",
    "title_canon_sha256": "ce2c1fc6ff8a24b33e611399564505e91385247737634a98bd45c21003bc1eb5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.02141",
    "kind": "arxiv",
    "version": 1
  }
}