Pith Number

pith:TZQWGAH4

pith:2025:TZQWGAH4UYWJ46SBMEPV7DWGGS

not attested not anchored not stored refs pending

WFCRL: A Multi-Agent Reinforcement Learning Benchmark for Wind Farm Control

Ana Bu\v{s}i\'c, Claire Bizon Monroc, Donatien Dubuc, Jiamin Zhu

arxiv:2501.13592 v1 · 2025-01-23 · cs.LG · cs.MA · cs.SY · eess.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TZQWGAH4UYWJ46SBMEPV7DWGGS}

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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

Load constrained wind farm flow control through multi-objective multi-agent reinforcement learning

Receipt and verification

First computed	2026-07-05T10:04:31.146968Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e616300fca62c9e7a41611f5f8ec6349cb9071d51b8880aea3cceaa8546e8d1

Aliases

arxiv: 2501.13592 · arxiv_version: 2501.13592v1 · doi: 10.48550/arxiv.2501.13592 · pith_short_12: TZQWGAH4UYWJ · pith_short_16: TZQWGAH4UYWJ46SB · pith_short_8: TZQWGAH4

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/TZQWGAH4UYWJ46SBMEPV7DWGGS \
  | 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: 9e616300fca62c9e7a41611f5f8ec6349cb9071d51b8880aea3cceaa8546e8d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "480c617d59dcf40ea7c373f11b82e517ea1e0ef7e5fb9b748a3748dfc7880103",
    "cross_cats_sorted": [
      "cs.MA",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-23T12:01:17Z",
    "title_canon_sha256": "06e4f6122a92f71b2c0a4b83f3f69df5593707e0938ed8607975ce6cb90cd0ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13592",
    "kind": "arxiv",
    "version": 1
  }
}