Pith Number

pith:WZQDXNOQ

pith:2023:WZQDXNOQCCKG73VAVH4AHKRK2J

not attested not anchored not stored refs pending

Latent diffusion models for generative precipitation nowcasting with accurate uncertainty quantification

Daniele Nerini, Gabriele Franch, Jussi Leinonen, Ulrich Hamann, Urs Germann

arxiv:2304.12891 v1 · 2023-04-25 · physics.ao-ph · cs.LG · eess.IV

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\usepackage{pith}
\pithnumber{WZQDXNOQCCKG73VAVH4AHKRK2J}

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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

9 papers in Pith

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

Beyond MSE: Improving Precipitation Nowcasting with Multi-Quantile Regression

Probabilistic Precipitation Nowcasting with Rectified Flow Transformers

Accurate, Efficient, and Explainable Deep Learning Approaches for Environmental Science Problems

SwAIther-Precip: Lead-Time-Aware Bias Correction Enables Kilometer-Scale Downscaling of Global AI Precipitation Forecasts over Switzerland

Receipt and verification

First computed	2026-07-05T06:04:22.064265Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6603bb5d010946feea0a9f803aa2ad26b53648f9f82dece811f049ce8b22290

Aliases

arxiv: 2304.12891 · arxiv_version: 2304.12891v1 · doi: 10.48550/arxiv.2304.12891 · pith_short_12: WZQDXNOQCCKG · pith_short_16: WZQDXNOQCCKG73VA · pith_short_8: WZQDXNOQ

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/WZQDXNOQCCKG73VAVH4AHKRK2J \
  | 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: b6603bb5d010946feea0a9f803aa2ad26b53648f9f82dece811f049ce8b22290

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79989dea4ff5e5fa9c3b6431df0169fb62a75a4500f7cc5b79929da39238a099",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.IV"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2023-04-25T15:03:15Z",
    "title_canon_sha256": "f615b113b8ea77488e804067f6e244af68457f7aa518be7ccd8083fab243a4d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.12891",
    "kind": "arxiv",
    "version": 1
  }
}