Pith Number

pith:EEUUK4N4

pith:2025:EEUUK4N4OYQXZEMR5QHZA3MFHN

not attested not anchored not stored refs pending

Applying Ensemble Models based on Graph Neural Network and Reinforcement Learning for Wind Power Forecasting

Hongjin Song, Qianrun Chen, Songtao Huang, Tianqi Jiang, Wenjun Xi, Xusheng Li, Yongfeng Li

arxiv:2501.16591 v1 · 2025-01-28 · cs.LG · 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{EEUUK4N4OYQXZEMR5QHZA3MFHN}

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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.

Receipt and verification

First computed	2026-07-05T10:06:15.554347Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21294571bc76217c9191ec0f906d853b52fe1194a671f6e6eb5e35668cd1d078

Aliases

arxiv: 2501.16591 · arxiv_version: 2501.16591v1 · doi: 10.48550/arxiv.2501.16591 · pith_short_12: EEUUK4N4OYQX · pith_short_16: EEUUK4N4OYQXZEMR · pith_short_8: EEUUK4N4

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/EEUUK4N4OYQXZEMR5QHZA3MFHN \
  | 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: 21294571bc76217c9191ec0f906d853b52fe1194a671f6e6eb5e35668cd1d078

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65f29ac902b0baef8fa2bce9e7b4ef5d3f05bb579d412e614a06c15f50d23fd9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-28T00:12:26Z",
    "title_canon_sha256": "603a4f75b36c459277bf3c300d7b93fed3b2acf04fb620c416a91bc3a62e4e2a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16591",
    "kind": "arxiv",
    "version": 1
  }
}