Pith Number

pith:HGH365LA

pith:2024:HGH365LACAT4WWMND73EVJZO3D

not attested not anchored not stored refs pending

A Staged Deep Learning Approach to Spatial Refinement in 3D Temporal Atmospheric Transport

Akshay A. Gowardhan, Donald D. Lucas, Matthias Ihme, M. Giselle Fern\'andez-Godino, Qingkai Kong, Stephen C. Myers, Wai Tong Chung

arxiv:2412.10945 v2 · 2024-12-14 · 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{HGH365LACAT4WWMND73EVJZO3D}

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	2026-07-05T09:50:55.875200Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

398fbf75601027cb598d1ff64aa72ed8e5ff0125667cd8b442f0da4f55158fbd

Aliases

arxiv: 2412.10945 · arxiv_version: 2412.10945v2 · doi: 10.48550/arxiv.2412.10945 · pith_short_12: HGH365LACAT4 · pith_short_16: HGH365LACAT4WWMN · pith_short_8: HGH365LA

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/HGH365LACAT4WWMND73EVJZO3D \
  | 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: 398fbf75601027cb598d1ff64aa72ed8e5ff0125667cd8b442f0da4f55158fbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "126c7e0b043b02a44755142a78b4fd0b30324973206cafbf2f0c534acc65a7a5",
    "cross_cats_sorted": [
      "physics.ao-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-14T19:43:48Z",
    "title_canon_sha256": "152aa22c7df13e34f0d84586e1eb3a5a71100111e9c69d18c0bc4a8deaaf8c61"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10945",
    "kind": "arxiv",
    "version": 2
  }
}