Pith Number

pith:RKF5XP7U

pith:2024:RKF5XP7UGZUASLUJXNMFENNPTE

not attested not anchored not stored refs pending

A probabilistic framework for learning non-intrusive corrections to long-time climate simulations from short-time training data

Benedikt Barthel Sorensen, Fei Sha, Ignacio Lopez-Gomez, Leonardo Zepeda-N\'u\~nez, Rob Carver, Themistoklis Sapsis, Zhong Yi Wan

arxiv:2408.02688 v2 · 2024-08-02 · cs.LG · math.DS · physics.ao-ph · physics.flu-dyn

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RKF5XP7UGZUASLUJXNMFENNPTE}

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.

Cited by

1 paper in Pith

GEN2: A Generative Prediction-Correction Framework for Long-time Emulations of Spatially-Resolved Climate Extremes

Receipt and verification

First computed	2026-07-05T09:39:25.713415Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a8bdbbff43668092e89bb585235af99244b6ca1d8b2d68f9aae040f7d484cca

Aliases

arxiv: 2408.02688 · arxiv_version: 2408.02688v2 · doi: 10.48550/arxiv.2408.02688 · pith_short_12: RKF5XP7UGZUA · pith_short_16: RKF5XP7UGZUASLUJ · pith_short_8: RKF5XP7U

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/RKF5XP7UGZUASLUJXNMFENNPTE \
  | 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: 8a8bdbbff43668092e89bb585235af99244b6ca1d8b2d68f9aae040f7d484cca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d525bcf7e62a69e9369c1f118675541ca6751505ca9d3fc8c1c68b1f2b811bd0",
    "cross_cats_sorted": [
      "math.DS",
      "physics.ao-ph",
      "physics.flu-dyn"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-02T18:34:30Z",
    "title_canon_sha256": "038219cb755abdbafbfd36581c62b5a2c79735e8dee358c02324dcb108ca9a3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.02688",
    "kind": "arxiv",
    "version": 2
  }
}