Pith Number

pith:3WNMWNU5

pith:2024:3WNMWNU5SKH47WS6SCMFHGR2UZ

not attested not anchored not stored refs pending

RAIN: Reinforcement Algorithms for Improving Numerical Weather and Climate Models

Emily Shuckburgh, Henry Moss, Mark Webb, Pritthijit Nath

arxiv:2408.16118 v3 · 2024-08-28 · 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{3WNMWNU5SKH47WS6SCMFHGR2UZ}

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

Mistake-bounded online learning with operation caps

Receipt and verification

First computed	2026-07-05T10:49:46.312224Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd9acb369d928fcfda5e9098539a3aa64486356ec6f51b18f22a0eeea62996ec

Aliases

arxiv: 2408.16118 · arxiv_version: 2408.16118v3 · doi: 10.48550/arxiv.2408.16118 · pith_short_12: 3WNMWNU5SKH4 · pith_short_16: 3WNMWNU5SKH47WS6 · pith_short_8: 3WNMWNU5

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/3WNMWNU5SKH47WS6SCMFHGR2UZ \
  | 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: dd9acb369d928fcfda5e9098539a3aa64486356ec6f51b18f22a0eeea62996ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "05470b440a9c8f5ee27bf2941b339694d27a25ab4a83703db2ff7e01c42bd10b",
    "cross_cats_sorted": [
      "physics.ao-ph"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-28T20:10:46Z",
    "title_canon_sha256": "e46395d88f010babc07985b656bfe431e2117bfe2287eed3ebeae7eb0e8c3419"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.16118",
    "kind": "arxiv",
    "version": 3
  }
}