Pith Number

pith:CMV65DK5

pith:2025:CMV65DK5XA44EXG3SR7WPU3TP5

not attested not anchored not stored refs pending

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control

Andrew Mole, Georgios Rigas, Max Weissenbacher, Sylvain Laizet

arxiv:2506.20554 v1 · 2025-06-25 · physics.flu-dyn · cs.LG · 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{CMV65DK5XA44EXG3SR7WPU3TP5}

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

Adversarial Sensor Errors for Safe and Robust Wind Turbine Fleet Control

Receipt and verification

First computed	2026-07-05T11:27:07.652858Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

132bee8d5db839c25cdb947f67d3737f6e92a6f268a534a83be673b1ab0fdb95

Aliases

arxiv: 2506.20554 · arxiv_version: 2506.20554v1 · doi: 10.48550/arxiv.2506.20554 · pith_short_12: CMV65DK5XA44 · pith_short_16: CMV65DK5XA44EXG3 · pith_short_8: CMV65DK5

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/CMV65DK5XA44EXG3SR7WPU3TP5 \
  | 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: 132bee8d5db839c25cdb947f67d3737f6e92a6f268a534a83be673b1ab0fdb95

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6ce66025cba3ce99e337cb78dadd41b6c4323278a63d6d923122d3a7d98c4fa",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "physics.flu-dyn",
    "submitted_at": "2025-06-25T15:53:12Z",
    "title_canon_sha256": "dc40be3ce7c50095899a6ef804ebd43535a85803f264e5ca53d73ba5447d61c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.20554",
    "kind": "arxiv",
    "version": 1
  }
}