Pith Number

pith:J6H4JIIA

pith:2024:J6H4JIIAN7QBSP6LGK7PD2TVCR

not attested not anchored not stored refs pending

The Statistical Accuracy of Neural Posterior and Likelihood Estimation

Christopher Drovandi, David J. Warne, David T. Frazier, Ryan Kelly

arxiv:2411.12068 v1 · 2024-11-18 · stat.ML · cs.LG · math.ST · stat.CO · stat.TH

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J6H4JIIAN7QBSP6LGK7PD2TVCR}

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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

2 papers in Pith

A Convex Approximation Framework for Neural Likelihood-Based Bayesian Inverse Problems

Improving the Accuracy of Amortized Model Comparison with Self-Consistency

Receipt and verification

First computed	2026-07-05T09:37:15.631082Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f8fc4a1006fe0193fcb32bef1ea751462da0ee25915842e5c953dd7596b3ae4

Aliases

arxiv: 2411.12068 · arxiv_version: 2411.12068v1 · doi: 10.48550/arxiv.2411.12068 · pith_short_12: J6H4JIIAN7QB · pith_short_16: J6H4JIIAN7QBSP6L · pith_short_8: J6H4JIIA

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/J6H4JIIAN7QBSP6LGK7PD2TVCR \
  | 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: 4f8fc4a1006fe0193fcb32bef1ea751462da0ee25915842e5c953dd7596b3ae4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "818da2b10456608470a6189693204f98fb118f2d6c13d4fd910019e67738a334",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.CO",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-11-18T21:25:32Z",
    "title_canon_sha256": "a340091abc3a62520fd53de55b742403c770b5db78570a3426d86dc707c2c813"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12068",
    "kind": "arxiv",
    "version": 1
  }
}