Pith Number

pith:IR3MP2BI

pith:2023:IR3MP2BI5BS27UORG7UBXDDSXI

not attested not anchored not stored refs pending

Single-model uncertainty quantification in neural network potentials does not consistently outperform model ensembles

Aik Rui Tan, Johannes C.B. Dietschreit, Rafael G\'omez-Bombarelli, Samuel Goldman, Shingo Urata

arxiv:2305.01754 v1 · 2023-05-02 · cs.LG · physics.chem-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{IR3MP2BI5BS27UORG7UBXDDSXI}

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	2026-07-05T07:27:24.848534Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4476c7e828e865afd1d137e81b8c72ba230650fc95858f808a54018bf5822991

Aliases

arxiv: 2305.01754 · arxiv_version: 2305.01754v1 · doi: 10.48550/arxiv.2305.01754 · pith_short_12: IR3MP2BI5BS2 · pith_short_16: IR3MP2BI5BS27UOR · pith_short_8: IR3MP2BI

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/IR3MP2BI5BS27UORG7UBXDDSXI \
  | 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: 4476c7e828e865afd1d137e81b8c72ba230650fc95858f808a54018bf5822991

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e710a4009d0cb506eaac17ddd5674137202e29ac6abd8b732e218e0641599dcc",
    "cross_cats_sorted": [
      "physics.chem-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-02T19:41:17Z",
    "title_canon_sha256": "4bea14c408cab9f0c9e238bbd1ad92c8edb223c3f9ddf7846e0030d9b62f2165"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.01754",
    "kind": "arxiv",
    "version": 1
  }
}