Pith Number

pith:HJBWTWKN

pith:2024:HJBWTWKNSW7CDBYMQYHNQHJXSH

not attested not anchored not stored refs pending

Applications of machine learning to predict seasonal precipitation for East Africa

Claudio Heinrich-Mertsching, Masilin Gudoshava, Michael Scheuerer, Thordis L. Thorarinsdottir, Titike K. Bahaga

arxiv:2409.06238 v1 · 2024-09-10 · stat.AP · stat.ML

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\usepackage{pith}
\pithnumber{HJBWTWKNSW7CDBYMQYHNQHJXSH}

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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

Learning low-dimensional representations of ensemble forecast fields using autoencoder-based methods

Receipt and verification

First computed	2026-07-05T09:05:21.410299Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a4369d94d95be21870c860ed81d3791ffd4d9c57ffbe5b0e68ee88651a27cbe

Aliases

arxiv: 2409.06238 · arxiv_version: 2409.06238v1 · doi: 10.48550/arxiv.2409.06238 · pith_short_12: HJBWTWKNSW7C · pith_short_16: HJBWTWKNSW7CDBYM · pith_short_8: HJBWTWKN

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/HJBWTWKNSW7CDBYMQYHNQHJXSH \
  | 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: 3a4369d94d95be21870c860ed81d3791ffd4d9c57ffbe5b0e68ee88651a27cbe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60f28e0ad2bbac9e9b55e87ab1047b517fef751ec2d1ca3e10cdba829e12ee86",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.AP",
    "submitted_at": "2024-09-10T06:16:03Z",
    "title_canon_sha256": "23bf7d43710a37db99e42a8c313e4f0058843bb461be063f0b294a87478f21cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.06238",
    "kind": "arxiv",
    "version": 1
  }
}