Pith Number

pith:VEKGJNIL

pith:2023:VEKGJNILOCM5NM74UJ2635B7ZY

not attested not anchored not stored refs pending

GenCast: Diffusion-based ensemble forecasting for medium-range weather

Alvaro Sanchez-Gonzalez, Andrew El-Kadi, Dominic Masters, Ferran Alet, Ilan Price, Jacklynn Stott, Matthew Willson, Peter Battaglia, Remi Lam, Shakir Mohamed, Timo Ewalds, Tom R. Andersson

arxiv:2312.15796 v2 · 2023-12-25 · 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{VEKGJNILOCM5NM74UJ2635B7ZY}

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

26 papers in Pith

Error-Conditioned Neural Solvers

PhysMetrics.Weather: An Evaluation Framework for Physical Consistency in ML Weather Models

SNAP-FM: Sparse Nonlinear Accelerated Projection for Physics-Constrained Generative Modeling

Decision-Aware Training for Sample-Based Generative Models

Patch-PODiff-ViT: Structured Latent Diffusion with Patchwise POD for Super-Resolution and Uncertainty Quantification

Receipt and verification

First computed	2026-07-05T08:14:03.028811Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a91464b50b7099d6b3fca275edf43fce2ea343ad63a92d74bdaac5d815ec4716

Aliases

arxiv: 2312.15796 · arxiv_version: 2312.15796v2 · doi: 10.48550/arxiv.2312.15796 · pith_short_12: VEKGJNILOCM5 · pith_short_16: VEKGJNILOCM5NM74 · pith_short_8: VEKGJNIL

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/VEKGJNILOCM5NM74UJ2635B7ZY \
  | 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: a91464b50b7099d6b3fca275edf43fce2ea343ad63a92d74bdaac5d815ec4716

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "498f26e5f3040c4b36ef64f060d247008d83ac213dc0b866c77889e9d1ffd075",
    "cross_cats_sorted": [
      "physics.ao-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-25T19:30:06Z",
    "title_canon_sha256": "a52789d4870b2ab9a438185076aac2928c1d5456f7457bb8db2b45952c3604a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.15796",
    "kind": "arxiv",
    "version": 2
  }
}