Pith Number

pith:FFGCJOS2

pith:2023:FFGCJOS2V6AS2QPOAQN6F7NRKD

not attested not anchored not stored refs pending

Deep Learning for Day Forecasts from Sparse Observations

Alexander Merose, Di Li, Fred Zyda, Lasse Espeholt, Marcin Andrychowicz, Nal Kalchbrenner, Samier Merchant, Shreya Agrawal

arxiv:2306.06079 v3 · 2023-06-06 · physics.ao-ph · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FFGCJOS2V6AS2QPOAQN6F7NRKD}

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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

8 papers in Pith

Global reanalysis from observations alone with machine learning

Towards a Foundation Model for the Martian Atmosphere

RainODE: Continuous-Time Precipitation Forecasting with Latent Neural ODEs

AIFS-DOP: End-to-End Medium-Range Weather Prediction from Observations Alone with Machine Learning

PnP-Corrector: A Universal Correction Framework for Coupled Spatiotemporal Forecasting

Receipt and verification

First computed	2026-07-05T06:28:19.162573Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

294c24ba5aaf812d41ee041be2fdb150e75a878f51fa14b364118573a319adad

Aliases

arxiv: 2306.06079 · arxiv_version: 2306.06079v3 · doi: 10.48550/arxiv.2306.06079 · pith_short_12: FFGCJOS2V6AS · pith_short_16: FFGCJOS2V6AS2QPO · pith_short_8: FFGCJOS2

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/FFGCJOS2V6AS2QPOAQN6F7NRKD \
  | 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: 294c24ba5aaf812d41ee041be2fdb150e75a878f51fa14b364118573a319adad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b425c9465f97807deaffa8e45b1f21eb644d61419438851620a4295b3ffea811",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2023-06-06T07:07:54Z",
    "title_canon_sha256": "08a949320ddaafe9e59b6948ea7ed37486052e643985f70a0da2e7c5377ca108"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.06079",
    "kind": "arxiv",
    "version": 3
  }
}