Pith Number

pith:G5PK2V2Q

pith:2025:G5PK2V2QROMG55ZZ2BTLCWN7Z6

not attested not anchored not stored refs pending

Bayesian Neural Networks versus deep ensembles for uncertainty quantification in machine learning interatomic potentials

Albert Bruix, Emanuele Telari, Konstantin Neyman, Nongnuch Artrith, Riccardo Farris

arxiv:2509.19180 v2 · 2025-09-23 · physics.chem-ph · cond-mat.mtrl-sci

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G5PK2V2QROMG55ZZ2BTLCWN7Z6}

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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

Knowing when to trust machine-learned interatomic potentials

Receipt and verification

First computed	2026-06-23T03:13:47.845157Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

375ead57508b986ef739d066b159bfcfacb79eb76a1bb19d3fcea1ef75f9daac

Aliases

arxiv: 2509.19180 · arxiv_version: 2509.19180v2 · doi: 10.48550/arxiv.2509.19180 · pith_short_12: G5PK2V2QROMG · pith_short_16: G5PK2V2QROMG55ZZ · pith_short_8: G5PK2V2Q

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/G5PK2V2QROMG55ZZ2BTLCWN7Z6 \
  | 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: 375ead57508b986ef739d066b159bfcfacb79eb76a1bb19d3fcea1ef75f9daac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e9045d6ca18d26ca0bd67b63b0cb56e347bdd05cff0c603032dbbc38c1588753",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.chem-ph",
    "submitted_at": "2025-09-23T15:52:18Z",
    "title_canon_sha256": "4325f9484d5758aeb973f172c08aa6685c87233f637b4f17df69738761aaf938"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.19180",
    "kind": "arxiv",
    "version": 2
  }
}