Pith Number

pith:NN22FMLY

pith:2025:NN22FMLYDCQC4TVAMCD5WWV3KG

not attested not anchored not stored refs pending

LLM-attacker: Enhancing Closed-loop Adversarial Scenario Generation for Autonomous Driving with Large Language Models

Jian Sun, Tong Nie, Ye Tian, Yuewen Mei

arxiv:2501.15850 v2 · 2025-01-27 · cs.LG · cs.CV · 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{NN22FMLYDCQC4TVAMCD5WWV3KG}

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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

PCASim: Promptable Closed-loop Adversarial Simulation for Urban Traffic Environment

Receipt and verification

First computed	2026-07-05T11:17:40.042653Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b75a2b17818a02e4ea06087db5abb51a3b9145c05c9c8f858a301e5fb9a40df

Aliases

arxiv: 2501.15850 · arxiv_version: 2501.15850v2 · doi: 10.48550/arxiv.2501.15850 · pith_short_12: NN22FMLYDCQC · pith_short_16: NN22FMLYDCQC4TVA · pith_short_8: NN22FMLY

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/NN22FMLYDCQC4TVAMCD5WWV3KG \
  | 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: 6b75a2b17818a02e4ea06087db5abb51a3b9145c05c9c8f858a301e5fb9a40df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "220ff45f78091268afbe04fcdb90ee77a9c29bdac931353cbeeecbebd550f8b5",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-27T08:18:52Z",
    "title_canon_sha256": "996f9b590b19ed40e5082d2825d444a5e73dffb82eeb2a0a4b77e0ec1e6bd4db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15850",
    "kind": "arxiv",
    "version": 2
  }
}