Pith Number

pith:U4S5WNKE

pith:2025:U4S5WNKEMFGCE5GJWI7MP54N5A

not attested not anchored not stored refs pending

A Machine Learning-Ready Data Processing Tool for Near Real-Time Forecasting

Heather Elliott, Kimberly Moreland, Maher A Dayeh, Michael J Starkey, Samuel Hart, Subhamoy Chatterjee

arxiv:2502.08555 v1 · 2025-02-12 · astro-ph.SR · astro-ph.IM · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U4S5WNKEMFGCE5GJWI7MP54N5A}

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

1 paper in Pith

Review of Machine Learning Models for Solar Energetic Particle Prediction

Receipt and verification

First computed	2026-07-05T10:13:24.628983Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a725db3544614c2274c9b23ec7f78de8128e5ea85d8f6f97f2b5ecbc85bb16a6

Aliases

arxiv: 2502.08555 · arxiv_version: 2502.08555v1 · doi: 10.48550/arxiv.2502.08555 · pith_short_12: U4S5WNKEMFGC · pith_short_16: U4S5WNKEMFGCE5GJ · pith_short_8: U4S5WNKE

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/U4S5WNKEMFGCE5GJWI7MP54N5A \
  | 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: a725db3544614c2274c9b23ec7f78de8128e5ea85d8f6f97f2b5ecbc85bb16a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8fcf83bed135ca917aaad7c06ddede5e90bfb0ff212d4f587fc9f62c1f911c20",
    "cross_cats_sorted": [
      "astro-ph.IM",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "astro-ph.SR",
    "submitted_at": "2025-02-12T16:35:46Z",
    "title_canon_sha256": "c61f0aba2d09852c9d46f46b40a11052236b2a3bc165e8b6a575902366ead799"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08555",
    "kind": "arxiv",
    "version": 1
  }
}