Pith Number

pith:3JEVKK3U

pith:2025:3JEVKK3UKOJPYIPXCFLQISE5OJ

not attested not anchored not stored refs pending

Robust Bayesian methods using amortized simulation-based inference

David J. Nott, Michael Evans, Wang Yuyan

arxiv:2504.09475 v1 · 2025-04-13 · 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{3JEVKK3UKOJPYIPXCFLQISE5OJ}

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

Causal Posterior Estimation

Receipt and verification

First computed	2026-07-05T10:48:38.097655Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da49552b745392fc21f7115704489d72713bc4c3ddd3cf7c825ddec7375fd058

Aliases

arxiv: 2504.09475 · arxiv_version: 2504.09475v1 · doi: 10.48550/arxiv.2504.09475 · pith_short_12: 3JEVKK3UKOJP · pith_short_16: 3JEVKK3UKOJPYIPX · pith_short_8: 3JEVKK3U

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/3JEVKK3UKOJPYIPXCFLQISE5OJ \
  | 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: da49552b745392fc21f7115704489d72713bc4c3ddd3cf7c825ddec7375fd058

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83637b56e2b2fa8b56f2fada23af4627875fdc66d93761b709501318480af5e4",
    "cross_cats_sorted": [
      "stat.CO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2025-04-13T08:09:30Z",
    "title_canon_sha256": "d3d4344d8aceda54e5a1704f3b7812f791ce7b524714059dc43b5794c904dc7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.09475",
    "kind": "arxiv",
    "version": 1
  }
}