Pith Number

pith:ZPOARR4E

pith:2023:ZPOARR4ETB77PJ3UA46JMNOINS

not attested not anchored not stored refs pending

SEEDS: Emulation of Weather Forecast Ensembles with Diffusion Models

Fei Sha, Ignacio Lopez-Gomez, John Anderson, Lizao Li, Rob Carver

arxiv:2306.14066 v3 · 2023-06-24 · 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{ZPOARR4ETB77PJ3UA46JMNOINS}

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

3 papers in Pith

Mechanisms of Misgeneralization in Physical Sequence Modeling

Flow Learners for PDEs: Toward a Physics-to-Physics Paradigm for Scientific Computing

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

Receipt and verification

First computed	2026-07-05T06:58:11.368642Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbdc08c784987ff7a774073c9635c86cb18539ef55af578d14250db9d892bf91

Aliases

arxiv: 2306.14066 · arxiv_version: 2306.14066v3 · doi: 10.48550/arxiv.2306.14066 · pith_short_12: ZPOARR4ETB77 · pith_short_16: ZPOARR4ETB77PJ3U · pith_short_8: ZPOARR4E

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/ZPOARR4ETB77PJ3UA46JMNOINS \
  | 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: cbdc08c784987ff7a774073c9635c86cb18539ef55af578d14250db9d892bf91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "afdb1e69abd18c0389aac02b1b1689cd22576854332fd0859ca9e0f743c3fb0f",
    "cross_cats_sorted": [
      "physics.ao-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-24T22:00:06Z",
    "title_canon_sha256": "cb068a76db2f8ffdb4fbee176eca1020c92bb156e52603d218c31503d571d786"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.14066",
    "kind": "arxiv",
    "version": 3
  }
}