pith. sign in
Pith Number

pith:7V2PPSZP

pith:2025:7V2PPSZPN7OCMO2CVAROVSHTF4
not attested not anchored not stored refs pending

Frequency Point Game Environment for UAVs via Expert Knowledge and Large Language Model

Fengxian Ji, Hang Zhang, Jingpu Yang, Mingjie Wang, Wenrui Ding, Yizhe Luo, Yufeng Wang

arxiv:2508.02757 v2 · 2025-08-03 · cs.MA · cs.GT · cs.RO

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7V2PPSZPN7OCMO2CVAROVSHTF4}

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 2026-07-05T11:52:22.956963Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fd74f7cb2f6fdc263b42a822eac8f32f2cd7ca48d6237c8ccfc696e52528ee6d

Aliases

arxiv: 2508.02757 · arxiv_version: 2508.02757v2 · doi: 10.48550/arxiv.2508.02757 · pith_short_12: 7V2PPSZPN7OC · pith_short_16: 7V2PPSZPN7OCMO2C · pith_short_8: 7V2PPSZP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7V2PPSZPN7OCMO2CVAROVSHTF4 \
  | 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: fd74f7cb2f6fdc263b42a822eac8f32f2cd7ca48d6237c8ccfc696e52528ee6d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "03fa51dfe79f76b3d4d13da757c729926d0aed6302f61ea48620ddd316c26b7f",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-08-03T16:39:34Z",
    "title_canon_sha256": "79b375666a2e360f154525e62dba1c47195ab5438b83ec720359f18ccd9e9b5c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.02757",
    "kind": "arxiv",
    "version": 2
  }
}