Pith Number

pith:FQMRZ26T

pith:2024:FQMRZ26T7KM7YHAZACS64OBU6Z

not attested not anchored not stored refs pending

Continuous Ensemble Weather Forecasting with Diffusion models

Fredrik Lindsten, Joel Oskarsson, Martin Andrae, Tomas Landelius

arxiv:2410.05431 v2 · 2024-10-07 · 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{FQMRZ26T7KM7YHAZACS64OBU6Z}

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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

7 papers in Pith

DiffUNet^2: Bidirectional Prediction, Probabilistic Generation and Collaborative Visual Discovery for Scientific Data

Earth Science Foundation Models: From Perception to Reasoning and Discovery

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

Earth Science Foundation Models: From Perception to Reasoning and Discovery

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

Receipt and verification

First computed	2026-07-05T10:48:19.973392Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c191cebd3fa99fc1c1900a5ee3834f663b8cb4d95e75b1a5720eb255bf1547f

Aliases

arxiv: 2410.05431 · arxiv_version: 2410.05431v2 · doi: 10.48550/arxiv.2410.05431 · pith_short_12: FQMRZ26T7KM7 · pith_short_16: FQMRZ26T7KM7YHAZ · pith_short_8: FQMRZ26T

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/FQMRZ26T7KM7YHAZACS64OBU6Z \
  | 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: 2c191cebd3fa99fc1c1900a5ee3834f663b8cb4d95e75b1a5720eb255bf1547f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6e3350da9cf66c7b6e84388df37c6955224e7704ccfcba6de979459a86301c1",
    "cross_cats_sorted": [
      "physics.ao-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-07T18:51:23Z",
    "title_canon_sha256": "fbe67b345062a0acf1e198beb392465dfa65e7713439da713788f201338bf1e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05431",
    "kind": "arxiv",
    "version": 2
  }
}