Pith Number

pith:MLLA7REP

pith:2025:MLLA7REPZPGZOW5A53KU6ICYQ5

not attested not anchored not stored refs pending

Exploring Multimodal AI Reasoning for Meteorological Forecasting from Skew-T Diagrams

ChangJae Lee, Heecheol Yang, Jonghak Choi

arxiv:2508.12198 v1 · 2025-08-17 · physics.ao-ph · cs.AI · 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{MLLA7REPZPGZOW5A53KU6ICYQ5}

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.

Receipt and verification

First computed	2026-07-05T11:55:01.615229Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62d60fc48fcbcd975ba0eed54f20588760ec7099dbba49ffd385cdce60372018

Aliases

arxiv: 2508.12198 · arxiv_version: 2508.12198v1 · doi: 10.48550/arxiv.2508.12198 · pith_short_12: MLLA7REPZPGZ · pith_short_16: MLLA7REPZPGZOW5A · pith_short_8: MLLA7REP

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/MLLA7REPZPGZOW5A53KU6ICYQ5 \
  | 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: 62d60fc48fcbcd975ba0eed54f20588760ec7099dbba49ffd385cdce60372018

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "728bc266a28c3195614a9497baef7f9b2f47bedabc2143e1f8076317806e2a11",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2025-08-17T01:36:31Z",
    "title_canon_sha256": "17b169867ca0c31b96e7ed59a7f77bfdd72035b7f7c4130f893e64843bb30c2b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.12198",
    "kind": "arxiv",
    "version": 1
  }
}