Pith Number

pith:5FZ5HJWT

pith:2025:5FZ5HJWTPVOVVHOH6BFXJNPURD

not attested not anchored not stored refs pending

From Words to Collisions: LLM-Guided Evaluation and Adversarial Generation of Safety-Critical Driving Scenarios

Amr Alanwar, Johannes Betz, Korbinian Moller, Mattia Piccinini, Yuan Gao

arxiv:2502.02145 v4 · 2025-02-04 · cs.AI · cs.CL · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5FZ5HJWTPVOVVHOH6BFXJNPURD}

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.

Cited by

2 papers in Pith

NuRisk: A Visual Question Answering Dataset for Agent-Level Risk Assessment in Autonomous Driving

LLM Harms: A Taxonomy and Discussion

Receipt and verification

First computed	2026-07-05T11:39:07.343797Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e973d3a6d37d5d5a9dc7f04b74b5f488cedce30f2c80760fc1efc2bcef5462c9

Aliases

arxiv: 2502.02145 · arxiv_version: 2502.02145v4 · doi: 10.48550/arxiv.2502.02145 · pith_short_12: 5FZ5HJWTPVOV · pith_short_16: 5FZ5HJWTPVOVVHOH · pith_short_8: 5FZ5HJWT

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/5FZ5HJWTPVOVVHOH6BFXJNPURD \
  | 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: e973d3a6d37d5d5a9dc7f04b74b5f488cedce30f2c80760fc1efc2bcef5462c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7d982235decedee00bc33b52a446ff45bd47156a382a255469e6fea2b5cd67b",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-04T09:19:13Z",
    "title_canon_sha256": "28f3ceb120d2e148c0e84370606230659942bf68fa326ee8792d9f151533bb4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02145",
    "kind": "arxiv",
    "version": 4
  }
}