Pith Number

pith:W6H2BOM2

pith:2024:W6H2BOM2OFXPW7LM65RTCFRAO7

not attested not anchored not stored refs pending

Analyzing and Exploring Training Recipes for Large-Scale Transformer-Based Weather Prediction

Ankur Mahesh, Jared D. Willard, Peter Harrington, Shashank Subramanian, Travis A. O'Brien, William D. Collins

arxiv:2404.19630 v1 · 2024-04-30 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W6H2BOM2OFXPW7LM65RTCFRAO7}

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

PEAR: Equal Area Weather Forecasting on the Sphere

Receipt and verification

First computed	2026-07-05T08:13:54.718830Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b78fa0b99a716efb7d6cf76331162077de244879394e972440fcf7fae0f725ae

Aliases

arxiv: 2404.19630 · arxiv_version: 2404.19630v1 · doi: 10.48550/arxiv.2404.19630 · pith_short_12: W6H2BOM2OFXP · pith_short_16: W6H2BOM2OFXPW7LM · pith_short_8: W6H2BOM2

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/W6H2BOM2OFXPW7LM65RTCFRAO7 \
  | 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: b78fa0b99a716efb7d6cf76331162077de244879394e972440fcf7fae0f725ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83232eed4682259e95150ff722a6985fb144d2f6a9ac84b93dcbf5511710a9fe",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-30T15:30:14Z",
    "title_canon_sha256": "560ab4f8006b07b6ab399e6ddc482ba850a20a483028d9534aa156bd2d30bc88"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.19630",
    "kind": "arxiv",
    "version": 1
  }
}