Pith Number

pith:PLLSYKHZ

pith:2025:PLLSYKHZQBHQIGZUWKYUKEHUGA

not attested not anchored not stored refs pending

Interact, Instruct to Improve: A LLM-Driven Parallel Actor-Reasoner Framework for Enhancing Autonomous Vehicle Interactions

Chengkai Xu, Chen Lv, Jian Sun, Jiaqi Liu, Peng Hang, Shiyu Fang

arxiv:2503.00502 v1 · 2025-03-01 · 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{PLLSYKHZQBHQIGZUWKYUKEHUGA}

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

1 paper in Pith

Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future Prospects

Receipt and verification

First computed	2026-07-05T10:22:24.202243Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ad72c28f9804f041b34b2b14510f43014b39b3d83651ccfc62ce6873746f1c3

Aliases

arxiv: 2503.00502 · arxiv_version: 2503.00502v1 · doi: 10.48550/arxiv.2503.00502 · pith_short_12: PLLSYKHZQBHQ · pith_short_16: PLLSYKHZQBHQIGZU · pith_short_8: PLLSYKHZ

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/PLLSYKHZQBHQIGZUWKYUKEHUGA \
  | 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: 7ad72c28f9804f041b34b2b14510f43014b39b3d83651ccfc62ce6873746f1c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ce53a3efa2ca55aacccc27eb0c24beef8576715f48b3eeca4218bf45dd9d8ae",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-03-01T14:15:52Z",
    "title_canon_sha256": "d4165729bf12fb74c158920451553dad4b126ee2ea7ab51ece5df640bbff8a9a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.00502",
    "kind": "arxiv",
    "version": 1
  }
}