Pith Number

pith:Z7WB7VAC

pith:2023:Z7WB7VACUQLUVOBZXGW5O46FSX

not attested not anchored not stored refs pending

AtmoRep: A stochastic model of atmosphere dynamics using large scale representation learning

Bing Gong, Christian Lessig, Ilaria Luise, Martin Schultz, Michael Langguth, Scarlet Stadtler

arxiv:2308.13280 v2 · 2023-08-25 · physics.ao-ph · cs.AI · cs.LG · physics.comp-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{Z7WB7VACUQLUVOBZXGW5O46FSX}

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

4 papers in Pith

Machine learning is revolutionizing weather forecasting -- the next step is a change in how we work

Towards a Foundation Model for the Martian Atmosphere

Earth System Foundation Model (ESFM): A unified framework for heterogeneous data integration and forecasting

Sampling Parallelism for Fast and Efficient Bayesian Learning

Receipt and verification

First computed	2026-07-05T07:00:09.150030Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cfec1fd402a4174ab839b9add773c595e8daa9cd480faeaba2a6f198bffde6af

Aliases

arxiv: 2308.13280 · arxiv_version: 2308.13280v2 · doi: 10.48550/arxiv.2308.13280 · pith_short_12: Z7WB7VACUQLU · pith_short_16: Z7WB7VACUQLUVOBZ · pith_short_8: Z7WB7VAC

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/Z7WB7VACUQLUVOBZXGW5O46FSX \
  | 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: cfec1fd402a4174ab839b9add773c595e8daa9cd480faeaba2a6f198bffde6af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce2dc009cfcd44f7965160a7b647826d480a2a4688a36668d7cfb701e7af3ffe",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2023-08-25T10:02:26Z",
    "title_canon_sha256": "55823a365e0fff616aed172636d9eab5399cfd1860a28a5a0963626191067962"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.13280",
    "kind": "arxiv",
    "version": 2
  }
}