Pith Number

pith:ULBBWRNL

pith:2025:ULBBWRNLUGMJCKFBIEIOXKQ2MN

not attested not anchored not stored refs pending

Bayesian inference from time series of allele frequency data using exact simulation techniques

Dario Spano, Jaromir Sant, Jere Koskela, Paul A. Jenkins

arxiv:2502.12279 v1 · 2025-02-17 · q-bio.PE · math.PR · q-bio.QM · stat.AP · 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{ULBBWRNLUGMJCKFBIEIOXKQ2MN}

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

Neural Galerkin Normalizing Flows for Bayesian Inference of Diffusions with Inaccessible Boundaries

Receipt and verification

First computed	2026-07-05T10:15:52.921653Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2c21b45aba1989128a14110ebaa1a636e54f78fd99a337c3eb0c8b6232cd954

Aliases

arxiv: 2502.12279 · arxiv_version: 2502.12279v1 · doi: 10.48550/arxiv.2502.12279 · pith_short_12: ULBBWRNLUGMJ · pith_short_16: ULBBWRNLUGMJCKFB · pith_short_8: ULBBWRNL

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/ULBBWRNLUGMJCKFBIEIOXKQ2MN \
  | 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: a2c21b45aba1989128a14110ebaa1a636e54f78fd99a337c3eb0c8b6232cd954

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "864d7703321f8dac1a92fb3b3ed4fe9067b1af40739011c518a77d67281020ab",
    "cross_cats_sorted": [
      "math.PR",
      "q-bio.QM",
      "stat.AP",
      "stat.CO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.PE",
    "submitted_at": "2025-02-17T19:28:15Z",
    "title_canon_sha256": "abbb8cdf91c5adfabf32fb11bedd94b6fd597a7b2d6ed4152b28ca589c19981e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12279",
    "kind": "arxiv",
    "version": 1
  }
}