Pith Number

pith:YX4QNJBR

pith:2025:YX4QNJBRI72YTW72TUQRK2DHMV

not attested not anchored not stored refs pending

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination

Dixiao Wei, Jinlong Lei, Peng Yi, Yiguang Hong, Yuchuan Du

arxiv:2504.19480 v1 · 2025-04-28 · cs.LG · 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{YX4QNJBRI72YTW72TUQRK2DHMV}

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	2026-07-05T10:54:58.207839Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5f906a43147f589dbfa9d21156867657cbc73bae24d2556981dff58d4aebe98

Aliases

arxiv: 2504.19480 · arxiv_version: 2504.19480v1 · doi: 10.48550/arxiv.2504.19480 · pith_short_12: YX4QNJBRI72Y · pith_short_16: YX4QNJBRI72YTW72 · pith_short_8: YX4QNJBR

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/YX4QNJBRI72YTW72TUQRK2DHMV \
  | 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: c5f906a43147f589dbfa9d21156867657cbc73bae24d2556981dff58d4aebe98

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87740598f6c91f64b1e7efbee63ec09ddc2b70bde46839321b4215dd63c56e73",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-28T04:41:15Z",
    "title_canon_sha256": "42ab6d0cbc092fbfb366f356900c5682d89c04cbde761754b90ec0060cd03733"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.19480",
    "kind": "arxiv",
    "version": 1
  }
}