Pith Number

pith:X7FZ4GZK

pith:2022:X7FZ4GZK366XT6RM5XMX2CDPZH

not attested not anchored not stored refs pending

Wind Power Forecasting Considering Data Privacy Protection: A Federated Deep Reinforcement Learning Approach

Chao Long, Meng Zhang, Ruinong Wang, Yang Li, Yuanzheng Li

arxiv:2211.02674 v1 · 2022-11-02 · 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{X7FZ4GZK366XT6RM5XMX2CDPZH}

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	2026-07-05T05:16:52.577634Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bfcb9e1b2adfbd79fa2cedd97d086fc9e9cd7262a1056bb2d3756b489c10fcee

Aliases

arxiv: 2211.02674 · arxiv_version: 2211.02674v1 · doi: 10.48550/arxiv.2211.02674 · pith_short_12: X7FZ4GZK366X · pith_short_16: X7FZ4GZK366XT6RM · pith_short_8: X7FZ4GZK

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/X7FZ4GZK366XT6RM5XMX2CDPZH \
  | 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: bfcb9e1b2adfbd79fa2cedd97d086fc9e9cd7262a1056bb2d3756b489c10fcee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf4b81492578b388ca7a79013ee84e7402277f43f5542c7651043797e1783dc0",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-02T08:36:32Z",
    "title_canon_sha256": "04d3d71c5b2e889a1ef373241d34d7987391c9026eebf8d0c05f44618279ea4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.02674",
    "kind": "arxiv",
    "version": 1
  }
}