Pith Number

pith:2GOASNLO

pith:2023:2GOASNLOTZPWMYBYDYHPZEPN3U

not attested not anchored not stored refs pending

Enhancing Wind Power Forecast Precision via Multi-head Attention Transformer: An Investigation on Single-step and Multi-step Forecasting

Berlian Al Kindhi, Mahardhika Pratama, Md Rasel Sarkar, Sreenatha G. Anavatti, Tanmoy Dam

arxiv:2304.10758 v1 · 2023-04-21 · eess.SY · cs.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{2GOASNLOTZPWMYBYDYHPZEPN3U}

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	2026-07-05T06:03:14.906568Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d19c09356e9e5f6660381e0efc91eddd06115dfe645bc02f6e5c3fadf8588266

Aliases

arxiv: 2304.10758 · arxiv_version: 2304.10758v1 · doi: 10.48550/arxiv.2304.10758 · pith_short_12: 2GOASNLOTZPW · pith_short_16: 2GOASNLOTZPWMYBY · pith_short_8: 2GOASNLO

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/2GOASNLOTZPWMYBYDYHPZEPN3U \
  | 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: d19c09356e9e5f6660381e0efc91eddd06115dfe645bc02f6e5c3fadf8588266

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e4ec2ceb14d7d4de63ab77f9d12c27d9e7874e087c2a55e15dc9029402b61eb",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2023-04-21T06:00:50Z",
    "title_canon_sha256": "a518e2724f5cd2c99ebff2f1617e7af830022018950920dbf15417c36f11d5c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.10758",
    "kind": "arxiv",
    "version": 1
  }
}