Pith Number

pith:4USEIX6E

pith:2023:4USEIX6EUC4ANKVP5R2WU4U5Q5

not attested not anchored not stored refs pending

ACE: A fast, skillful learned global atmospheric model for climate prediction

Boris Bonev, Brian Henn, Christopher S. Bretherton, Gideon Dresdner, James Duncan, Jeremy McGibbon, Karthik Kashinath, Matthew E. Peters, Michael S. Pritchard, Noah D. Brenowitz, Oliver Watt-Meyer, Spencer K. Clark

arxiv:2310.02074 v2 · 2023-10-03 · physics.ao-ph · 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{4USEIX6EUC4ANKVP5R2WU4U5Q5}

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

10 papers in Pith

Disentangling the effects of sea surface temperature and CO$_2$ in global machine learned weather-climate emulators

LatticeVision: Image to Image Networks for Modeling Non-Stationary Spatial Data

A PMP-inspired Evaluation Framework for Assessing Deep-Learning Earth System Models

HealDA: Highlighting the importance of initial errors in end-to-end AI weather forecasts

Physics constraints and response validation in discrete-time reduced-order modeling: from idealized turbulent systems to climate dynamics

Receipt and verification

First computed	2026-07-05T07:21:12.219420Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e524445fc4a0b806aaafec756a729d87712d333c24c6a2f460908e7fa890a3c8

Aliases

arxiv: 2310.02074 · arxiv_version: 2310.02074v2 · doi: 10.48550/arxiv.2310.02074 · pith_short_12: 4USEIX6EUC4A · pith_short_16: 4USEIX6EUC4ANKVP · pith_short_8: 4USEIX6E

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/4USEIX6EUC4ANKVP5R2WU4U5Q5 \
  | 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: e524445fc4a0b806aaafec756a729d87712d333c24c6a2f460908e7fa890a3c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2179a3f7b38309063c320fc9a7b6ba955cc8b712c539211d23dbe6aa30f9d2cc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2023-10-03T14:15:06Z",
    "title_canon_sha256": "51ea78abaa15dc23ee297da4414420e4d61a8d9ac5359e8e3436e242da78df72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02074",
    "kind": "arxiv",
    "version": 2
  }
}