Pith. sign in
Pith Number

pith:Z4FRCENF

pith:2025:Z4FRCENFC773HPHUVDQUCTKXJY
not attested not anchored not stored refs pending

Probabilistic Emulation of the Community Radiative Transfer Model Using Machine Learning

Aneesh C. Subramanian, Benjamin Johnson, Gregory Thompson, Lucas Howard, Thomas Auligne

arxiv:2504.16192 v1 · 2025-04-22 · physics.ao-ph · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{Z4FRCENFC773HPHUVDQUCTKXJY}

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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.
Receipt and verification
First computed 2026-07-05T10:52:43.031973Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cf0b1111a517ffb3bcf4a8e1414d574e234548831f41bd02507a9f6d735d7dcb

Aliases

arxiv: 2504.16192 · arxiv_version: 2504.16192v1 · doi: 10.48550/arxiv.2504.16192 · pith_short_12: Z4FRCENFC773 · pith_short_16: Z4FRCENFC773HPHU · pith_short_8: Z4FRCENF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Z4FRCENFC773HPHUVDQUCTKXJY \
  | 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: cf0b1111a517ffb3bcf4a8e1414d574e234548831f41bd02507a9f6d735d7dcb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5e0bac78475313f2b9aedd4e3570a6fe0c7972bff3d66b906d1555b41f991d77",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2025-04-22T18:30:43Z",
    "title_canon_sha256": "31e213514d1e116a2d517cd90265f54bf5fb58ac6a023d841dff607dd0893c34"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.16192",
    "kind": "arxiv",
    "version": 1
  }
}