Pith Number

pith:4ZOC3AQF

pith:2022:4ZOC3AQF5TYCGY5CMUC2CEWI44

not attested not anchored not stored refs pending

Robust Neural Posterior Estimation and Statistical Model Criticism

Daniel Ward, Mark Beaumont, Matteo Fasiolo, Patrick Cannon, Sebastian M Schmon

arxiv:2210.06564 v1 · 2022-10-12 · stat.ML · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4ZOC3AQF5TYCGY5CMUC2CEWI44}

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 Review of Diffusion-based Simulation-Based Inference: Foundations and Applications in Non-Ideal Data Scenarios

Receipt and verification

First computed	2026-07-05T05:06:17.038446Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e65c2d8205ecf02363a26505a112c8e7203f5b327a52cc8e93ab12b186fc8f01

Aliases

arxiv: 2210.06564 · arxiv_version: 2210.06564v1 · doi: 10.48550/arxiv.2210.06564 · pith_short_12: 4ZOC3AQF5TYC · pith_short_16: 4ZOC3AQF5TYCGY5C · pith_short_8: 4ZOC3AQF

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/4ZOC3AQF5TYCGY5CMUC2CEWI44 \
  | 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: e65c2d8205ecf02363a26505a112c8e7203f5b327a52cc8e93ab12b186fc8f01

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b243796ce8311d21f3449b83ac56d49365a8b09f07427575ff7674a7656330fd",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-10-12T20:06:55Z",
    "title_canon_sha256": "7dd31f354974733c1d25016902d35687b9aefad34dec87f6ad926cab17ab62ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.06564",
    "kind": "arxiv",
    "version": 1
  }
}