Pith Number

pith:VQLSQGH3

pith:2025:VQLSQGH32PWGRVOVPEGZFRPIJD

not attested not anchored not stored refs pending

Large Language Model-enhanced Reinforcement Learning for Low-Altitude Economy Networking

Changyuan Zhao, Dusit Niyato, Jiawen Kang, Lingyi Cai, Ruichen Zhang, Tao Jiang, Xuemin Shen, Yu Zhang

arxiv:2505.21045 v1 · 2025-05-27 · 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{VQLSQGH32PWGRVOVPEGZFRPIJD}

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

SkyChain Intelligence: A Blockchain-Secured Multi-Agent DRL Framework for Low-Altitude Embodied Artificial Intelligence

Receipt and verification

First computed	2026-07-05T11:10:22.843134Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac172818fbd3ec68d5d5790d92c5e848eb65def724827e0becb942997da98b34

Aliases

arxiv: 2505.21045 · arxiv_version: 2505.21045v1 · doi: 10.48550/arxiv.2505.21045 · pith_short_12: VQLSQGH32PWG · pith_short_16: VQLSQGH32PWGRVOV · pith_short_8: VQLSQGH3

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/VQLSQGH32PWGRVOVPEGZFRPIJD \
  | 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: ac172818fbd3ec68d5d5790d92c5e848eb65def724827e0becb942997da98b34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2fdd186ceca57d24cc538631849143a47475fc6530d144717199e276bba6143",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-27T11:25:42Z",
    "title_canon_sha256": "e35b9cc257365703a909adf3415790f968c9e284e373da13cadd7417864715ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.21045",
    "kind": "arxiv",
    "version": 1
  }
}