Pith Number

pith:ID33GDEL

pith:2024:ID33GDELUH5P67FG4FM6HARAIZ

not attested not anchored not stored refs pending

Uncertainty quantification by direct propagation of shallow ensembles

Matthias Kellner, Michele Ceriotti

arxiv:2402.16621 v2 · 2024-02-26 · 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{ID33GDELUH5P67FG4FM6HARAIZ}

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.

Cited by

1 paper in Pith

Surfacing Variations to Calibrate Perceived Reliability of MLLM-generated Image Descriptions

Receipt and verification

First computed	2026-07-05T08:19:42.781328Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40f7b30c8ba1faff7ca6e159e382204672dc8de6bcf175f75fe198f0f6d934d3

Aliases

arxiv: 2402.16621 · arxiv_version: 2402.16621v2 · doi: 10.48550/arxiv.2402.16621 · pith_short_12: ID33GDELUH5P · pith_short_16: ID33GDELUH5P67FG · pith_short_8: ID33GDEL

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/ID33GDELUH5P67FG4FM6HARAIZ \
  | 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: 40f7b30c8ba1faff7ca6e159e382204672dc8de6bcf175f75fe198f0f6d934d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f7ce7783b4ecb819bf4d0619a3376e324e2e385f807e3fb685c1843acf64ce1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.chem-ph",
    "submitted_at": "2024-02-26T14:51:36Z",
    "title_canon_sha256": "30ee755033ed45428fd4ddb16b8e2e6d4c54e5d45517c5ac2019336d069a716a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16621",
    "kind": "arxiv",
    "version": 2
  }
}