Pith. sign in
Pith Number

pith:H44NBWEW

pith:2026:H44NBWEWLKEY2RTB4HEG73UR6R
not attested not anchored not stored refs pending

KC-BFPRL: Knowledge-Guided Multi-UAV Collaboration for Grassland Restoration via Bilevel Formerpointer-Based Reinforcement Learning

Dongbin Jiao, Peng Yang, Peng Zhao, Shi Yan, Weibo Yang, Xianyi Wang, Yuchen Yuan, Zhanhuan Shang

arxiv:2608.16326 v1 · 2026-08-17 · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{H44NBWEWLKEY2RTB4HEG73UR6R}

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 2026-08-18T02:17:48.213992Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3f38d0d8965a898d4661e1c86fee91f45f4b19ec9feb4367f0807a699f7e027d

Aliases

arxiv: 2608.16326 · arxiv_version: 2608.16326v1 · doi: 10.48550/arxiv.2608.16326 · pith_short_12: H44NBWEWLKEY · pith_short_16: H44NBWEWLKEY2RTB · pith_short_8: H44NBWEW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/H44NBWEWLKEY2RTB4HEG73UR6R \
  | 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: 3f38d0d8965a898d4661e1c86fee91f45f4b19ec9feb4367f0807a699f7e027d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "eee9220583d480e7d9c25568529ed48f222a1ac8cf14ee365517adcc4d54c9f5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-08-17T09:30:48Z",
    "title_canon_sha256": "a7de049f08fd2cf82e3c6ee08e49b0c137c30878fc631549f13b9f595a3d5d55"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.16326",
    "kind": "arxiv",
    "version": 1
  }
}