Pith Number

pith:NOHSP4HF

pith:2024:NOHSP4HFAZFPVIFQXOHVZ4TQ2K

not attested not anchored not stored refs pending

Defining error accumulation in ML atmospheric simulators

Damon J. Wischik, Hannah M. Christensen, J. Scott Hosking, Mohit Anand, Raghul Parthipan

arxiv:2405.14714 v1 · 2024-05-23 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NOHSP4HFAZFPVIFQXOHVZ4TQ2K}

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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

2 papers in Pith

Adversarial Error Correction for Visual Autoregressive Generation

TimeLesSeg: Unified Contrast-Agnostic Cross-Sectional and Longitudinal MS Lesion Segmentation via a Stochastic Generative Model

Receipt and verification

First computed	2026-07-05T08:22:27.138838Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b8f27f0e5064afaa0b0bb8f5cf270d2a35fcd666632729835e40db49593d7b9

Aliases

arxiv: 2405.14714 · arxiv_version: 2405.14714v1 · doi: 10.48550/arxiv.2405.14714 · pith_short_12: NOHSP4HFAZFP · pith_short_16: NOHSP4HFAZFPVIFQ · pith_short_8: NOHSP4HF

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/NOHSP4HFAZFPVIFQXOHVZ4TQ2K \
  | 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: 6b8f27f0e5064afaa0b0bb8f5cf270d2a35fcd666632729835e40db49593d7b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6aa791408f04953045f62838bd12ec73fbb3e18b0c7366d76658938f77691746",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-23T15:46:34Z",
    "title_canon_sha256": "500d2cadc66494f2a0670d05b558adee2fdd3be47400b9ce60828b0a4557ba0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14714",
    "kind": "arxiv",
    "version": 1
  }
}