Pith Number

pith:BNBR2YKX

pith:2025:BNBR2YKX4P2GEDADVL3JLUXMWU

not attested not anchored not stored refs pending

Advances in Approximate Bayesian Inference for Models in Epidemiology

Ben Swallow, Fergus Chadwick, Xiahui Li

arxiv:2504.19698 v1 · 2025-04-28 · stat.ME · stat.CO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BNBR2YKX4P2GEDADVL3JLUXMWU}

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

A novel two-stage parameter estimation framework integrating Approximate Bayesian Computation and Machine Learning: The ABC-RF-rejection algorithm

Receipt and verification

First computed	2026-07-05T10:55:01.576734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b431d6157e3f4620c03aaf695d2ecb52435d35d4c971254cf660604672e159b

Aliases

arxiv: 2504.19698 · arxiv_version: 2504.19698v1 · doi: 10.48550/arxiv.2504.19698 · pith_short_12: BNBR2YKX4P2G · pith_short_16: BNBR2YKX4P2GEDAD · pith_short_8: BNBR2YKX

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/BNBR2YKX4P2GEDADVL3JLUXMWU \
  | 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: 0b431d6157e3f4620c03aaf695d2ecb52435d35d4c971254cf660604672e159b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93b62f0f6abcac87f35dda0d2c4f8292d9305469779b4913517472a9f631bb92",
    "cross_cats_sorted": [
      "stat.CO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2025-04-28T11:52:27Z",
    "title_canon_sha256": "6fb5850d8cfc9d6e7b7a7b5d29c18d5008a441ba318b0cf22edbf29d88cc5ee0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.19698",
    "kind": "arxiv",
    "version": 1
  }
}