Pith Number

pith:2RFINN2Y

pith:2026:2RFINN2Y2BTYVSQGAFB4GSXNOW

not attested not anchored not stored refs pending

Evolutionary Enhanced Multi-Agent Reinforcement Learning for Cooperative Air Combat

Chengwei Li, Junlin Liu, Yang Gao

arxiv:2605.25091 v1 · 2026-05-24 · 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{2RFINN2Y2BTYVSQGAFB4GSXNOW}

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	2026-05-26T02:03:39.470721Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d44a86b758d0678aca060143c34aed75a55df9c454aa9235256a52ae749fd79b

Aliases

arxiv: 2605.25091 · arxiv_version: 2605.25091v1 · doi: 10.48550/arxiv.2605.25091 · pith_short_12: 2RFINN2Y2BTY · pith_short_16: 2RFINN2Y2BTYVSQG · pith_short_8: 2RFINN2Y

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/2RFINN2Y2BTYVSQGAFB4GSXNOW \
  | 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: d44a86b758d0678aca060143c34aed75a55df9c454aa9235256a52ae749fd79b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "203fc0e1b00ca603a1f788a31fe08280775351fd6914b1dbbcf9c11004792bb0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-24T14:13:59Z",
    "title_canon_sha256": "0ed24ac503b5b3bb5635a44c2223ab9ff86ad4fa81abe735822337411c82f6ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.25091",
    "kind": "arxiv",
    "version": 1
  }
}