Pith Number

pith:MDMADTYU

pith:2025:MDMADTYUUOUMP72SR7LQVFZOEA

not attested not anchored not stored refs pending

Uncertainty Quantification for Surface Ozone Emulators using Deep Learning

Freddie Kalaitzis, James Montgomery, Kazuyuki Miyazaki, Kelsey Doerksen, Kevin Bowman, Steven Lu, Yarin Gal, Yuliya Marchetti

arxiv:2508.04885 v1 · 2025-08-06 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MDMADTYUUOUMP72SR7LQVFZOEA}

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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

1 paper in Pith

Leveraging Deep Learning for Physical Model Bias of Global Air Quality Estimates

Receipt and verification

First computed	2026-07-05T11:50:03.511023Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60d801cf14a3a8c7ff528fd70a972e20025dbfc57d6be80159cb07677eaff57a

Aliases

arxiv: 2508.04885 · arxiv_version: 2508.04885v1 · doi: 10.48550/arxiv.2508.04885 · pith_short_12: MDMADTYUUOUM · pith_short_16: MDMADTYUUOUMP72S · pith_short_8: MDMADTYU

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/MDMADTYUUOUMP72SR7LQVFZOEA \
  | 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: 60d801cf14a3a8c7ff528fd70a972e20025dbfc57d6be80159cb07677eaff57a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "013b0275482db8527d7559f138b7f191df7014737302453f0ee043036c21b10b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-06T21:22:06Z",
    "title_canon_sha256": "17dd03e49ce1411b60cac7fe475805323b2b918b583e65d95a5ea8d331e27186"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.04885",
    "kind": "arxiv",
    "version": 1
  }
}