Pith Number

pith:F47B7VAG

pith:2024:F47B7VAGCOA2OTD6VNSAZQNFSP

not attested not anchored not stored refs pending

A Hybrid Deep-Learning Model for El Ni\~no Southern Oscillation in the Low-Data Regime

Antonietta Capotondi, Bedartha Goswami, Jakob Schloer, Jannik Thuemmel, Matthew Newman

arxiv:2412.03743 v2 · 2024-12-04 · cs.LG · physics.ao-ph

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F47B7VAGCOA2OTD6VNSAZQNFSP}

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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 Climate Variability from Scarce Data with Diffusion Models: A Test Case for ENSO

Receipt and verification

First computed	2026-07-05T10:54:40.116992Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f3e1fd4061381a74c7eab640cc1a593eb02c5b6ab32ce2d9a37b0eebd0e3454

Aliases

arxiv: 2412.03743 · arxiv_version: 2412.03743v2 · doi: 10.48550/arxiv.2412.03743 · pith_short_12: F47B7VAGCOA2 · pith_short_16: F47B7VAGCOA2OTD6 · pith_short_8: F47B7VAG

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/F47B7VAGCOA2OTD6VNSAZQNFSP \
  | 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: 2f3e1fd4061381a74c7eab640cc1a593eb02c5b6ab32ce2d9a37b0eebd0e3454

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b11fbef31448c5e158a9507a192351f6fad1d31af2d46c4078a68ea435a9e660",
    "cross_cats_sorted": [
      "physics.ao-ph"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-04T22:23:17Z",
    "title_canon_sha256": "02cf0d04d34d08db08f330d1432b8aaa2229ee6c6236515d2212302993fd572a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03743",
    "kind": "arxiv",
    "version": 2
  }
}