Pith Number

pith:L2Y47NXQ

pith:2023:L2Y47NXQ2ROANPJL7W7H3JF6IT

not attested not anchored not stored refs pending

Deep Ensembles vs. Committees for Uncertainty Estimation in Neural-Network Force Fields: Comparison and Application to Active Learning

Esther Heid, Georg K. H. Madsen, Hadri\'an Montes-Campos, Jes\'us Carrete, Ralf Wanzenb\"ock

arxiv:2302.08805 v1 · 2023-02-17 · physics.comp-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{L2Y47NXQ2ROANPJL7W7H3JF6IT}

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	2026-07-05T06:17:46.482528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5eb1cfb6f0d45c06bd2bfdbe7da4be44f50981102a88ede537735bc6fc596857

Aliases

arxiv: 2302.08805 · arxiv_version: 2302.08805v1 · doi: 10.48550/arxiv.2302.08805 · pith_short_12: L2Y47NXQ2ROA · pith_short_16: L2Y47NXQ2ROANPJL · pith_short_8: L2Y47NXQ

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/L2Y47NXQ2ROANPJL7W7H3JF6IT \
  | 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: 5eb1cfb6f0d45c06bd2bfdbe7da4be44f50981102a88ede537735bc6fc596857

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e24b3136802cd550f8d2c28208e305ab06bf815fc879c3f251950c471a4e77a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.comp-ph",
    "submitted_at": "2023-02-17T11:02:33Z",
    "title_canon_sha256": "4eeeadd46a96ffb370d4d18b2250a53c263e126c7d7b4279ee247eded42fc040"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.08805",
    "kind": "arxiv",
    "version": 1
  }
}