Pith Number

pith:WWNURBVQ

pith:2025:WWNURBVQQA5YJHNAW2QKPR64V3

not attested not anchored not stored refs pending

History Matching under Uncertainty of Geological Scenarios with Implicit Geological Realism Control with Generative Deep Learning and Graph Convolutions

Daniel Arnold, Gleb Shishaev, Vasily Demyanov

arxiv:2507.10201 v1 · 2025-07-14 · stat.AP · cs.LG · physics.data-an

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WWNURBVQQA5YJHNAW2QKPR64V3}

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	2026-07-05T11:36:46.850065Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b59b4886b0803b849da0b6a0a7c7dcaecf64cf10d8bef135e8c9dc9e2cbc18a3

Aliases

arxiv: 2507.10201 · arxiv_version: 2507.10201v1 · doi: 10.48550/arxiv.2507.10201 · pith_short_12: WWNURBVQQA5Y · pith_short_16: WWNURBVQQA5YJHNA · pith_short_8: WWNURBVQ

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/WWNURBVQQA5YJHNAW2QKPR64V3 \
  | 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: b59b4886b0803b849da0b6a0a7c7dcaecf64cf10d8bef135e8c9dc9e2cbc18a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "368f24f01e526e6b49e65c8940a204573fbdc42ad85b67a3cfaf05cdf3b83a9f",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.data-an"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "stat.AP",
    "submitted_at": "2025-07-14T12:14:17Z",
    "title_canon_sha256": "8e449523b621f48a087ddfff420e8a251b7d7a7d54387b215340f6b8a1ff4bf5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.10201",
    "kind": "arxiv",
    "version": 1
  }
}