Pith Number

pith:24F4T3V2

pith:2024:24F4T3V2GKLPCOWSGXAKUO7JFZ

not attested not anchored not stored refs pending

Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with Spherical Fourier Neural Operators

Ankur Mahesh, Boris Bonev, David Pruitt, Jared Willard, Joshua North, Karthik Kashinath, Mark Risser, Michael Pritchard, Noah Brenowitz, Peter Harrington, Shashank Subramanian, Thorsten Kurth, Travis OBrien, William Collins, Yair Cohen

arxiv:2408.01581 v3 · 2024-08-02 · cs.LG · physics.ao-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{24F4T3V2GKLPCOWSGXAKUO7JFZ}

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

Rigorous uncertainty quantification of probabilistic AI weather forecasts with conformal prediction

Receipt and verification

First computed	2026-07-05T10:43:38.154894Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d70bc9eeba3296f13ad235c0aa3be92e74bd03bd00d05785ad5a2811673f01bf

Aliases

arxiv: 2408.01581 · arxiv_version: 2408.01581v3 · doi: 10.48550/arxiv.2408.01581 · pith_short_12: 24F4T3V2GKLP · pith_short_16: 24F4T3V2GKLPCOWS · pith_short_8: 24F4T3V2

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/24F4T3V2GKLPCOWSGXAKUO7JFZ \
  | 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: d70bc9eeba3296f13ad235c0aa3be92e74bd03bd00d05785ad5a2811673f01bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c219e2111cf47eed90db3f8446d12a6d75260026be02fa27b37507e2b71c7ad",
    "cross_cats_sorted": [
      "physics.ao-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-02T21:31:34Z",
    "title_canon_sha256": "03f88781d6463e05e4050b5afe0bda6652a98b47737e7829e30eb20d132aa7d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.01581",
    "kind": "arxiv",
    "version": 3
  }
}