Pith Number

pith:IAW5UBE4

pith:2022:IAW5UBE44S4K37K226ALRBKPSJ

not attested not anchored not stored refs pending

Uncertain Evidence in Probabilistic Models and Stochastic Simulators

Alexander Mead, Andreas Munk, Frank Wood

arxiv:2210.12236 v2 · 2022-10-21 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IAW5UBE44S4K37K226ALRBKPSJ}

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

Model selection with proper scoring rules on data sets of time series: prefer the mean scaled score

Receipt and verification

First computed	2026-07-05T05:36:05.334676Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

402dda049ce4b8adfd5ad780b8854f927d567f208212fb99b5ca2c652c365177

Aliases

arxiv: 2210.12236 · arxiv_version: 2210.12236v2 · doi: 10.48550/arxiv.2210.12236 · pith_short_12: IAW5UBE44S4K · pith_short_16: IAW5UBE44S4K37K2 · pith_short_8: IAW5UBE4

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/IAW5UBE44S4K37K226ALRBKPSJ \
  | 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: 402dda049ce4b8adfd5ad780b8854f927d567f208212fb99b5ca2c652c365177

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a5761208164d8d6fa4a0ba512d75999bce79b447814d3343ee8a686d8e85e0bd",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-10-21T20:32:59Z",
    "title_canon_sha256": "d490580e1a5b6b03fbaa75fb2dbd5faec6c4d9ed15dac32c8dd9bf29511a135f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.12236",
    "kind": "arxiv",
    "version": 2
  }
}