Pith Number

pith:UE2F3S5H

pith:2024:UE2F3S5HIXJHHO6NCZ4SIUQTCX

not attested not anchored not stored refs pending

AIFS-CRPS: Ensemble forecasting using a model trained with a loss function based on the Continuous Ranked Probability Score

Ana Prieto-Nemesio, Baudouin Raoult, Cathal O'Brien, Christopher Roberts, Florian Pinault, Jan Polster, Jesper Dramsch, Mariana C. A. Clare, Martin Leutbecher, Matthew Chantry, Mihai Alexe, Pedro Maciel, Peter D. Dueben, Rilwan Adewoyin, Sara Hahner, Simon Lang, Steffen Tietsche, Zied Ben Bouall\`egue

arxiv:2412.15832 v1 · 2024-12-20 · 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{UE2F3S5HIXJHHO6NCZ4SIUQTCX}

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

15 papers in Pith

Reliability of Probabilistic Emulation of Physical Systems

Decision-Aware Training for Sample-Based Generative Models

AdaWeather: Adaptively Mixing Probabilistic Weather Forecasts with Logarithmic Regret

Uncertainty-aware Machine Learning Interatomic Potentials via Learned Functional Perturbations

RealBench: Benchmarking Data-Driven Numerical Weather Forecasting Under Operational Conditions and Extreme Event Challenges

Receipt and verification

First computed	2026-07-05T09:52:30.744756Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1345dcba745d273bbcd167924521315d2af2be1080c0d55856a1ae2717022be

Aliases

arxiv: 2412.15832 · arxiv_version: 2412.15832v1 · doi: 10.48550/arxiv.2412.15832 · pith_short_12: UE2F3S5HIXJH · pith_short_16: UE2F3S5HIXJHHO6N · pith_short_8: UE2F3S5H

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/UE2F3S5HIXJHHO6NCZ4SIUQTCX \
  | 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: a1345dcba745d273bbcd167924521315d2af2be1080c0d55856a1ae2717022be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e861965e226bb12b98e12b663f89ba01f2cf4fbda966aaec5f9269623faf8060",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2024-12-20T12:15:54Z",
    "title_canon_sha256": "9be102cd24893688bf6048f875c758314add7253bed0e3bcd85d109a39748353"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15832",
    "kind": "arxiv",
    "version": 1
  }
}