Pith Number

pith:Y4OGFKOZ

pith:2023:Y4OGFKOZIFKKXLD2AHOWTHFPGC

not attested not anchored not stored refs pending

Leveraging Self-Consistency for Data-Efficient Amortized Bayesian Inference

Daniel Habermann, Desi R. Ivanova, Marvin Schmitt, Paul-Christian B\"urkner, Stefan T. Radev, Ullrich K\"othe

arxiv:2310.04395 v4 · 2023-10-06 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Y4OGFKOZIFKKXLD2AHOWTHFPGC}

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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

1 paper in Pith

Improving the Accuracy of Amortized Model Comparison with Self-Consistency

Receipt and verification

First computed	2026-07-05T08:47:07.735693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c71c62a9d94154abac7a01dd699caf308879501e7161167309c9984ed47160ed

Aliases

arxiv: 2310.04395 · arxiv_version: 2310.04395v4 · doi: 10.48550/arxiv.2310.04395 · pith_short_12: Y4OGFKOZIFKK · pith_short_16: Y4OGFKOZIFKKXLD2 · pith_short_8: Y4OGFKOZ

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/Y4OGFKOZIFKKXLD2AHOWTHFPGC \
  | 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: c71c62a9d94154abac7a01dd699caf308879501e7161167309c9984ed47160ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "571585d202c6cd6bf08f88b075f034a6bee06bf5c6b9ad1bb6e1a3bd16a240f4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-06T17:41:41Z",
    "title_canon_sha256": "f0b947f36b71b4ca09a79d954016254cc023dda550c50801886db915a5bc8630"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.04395",
    "kind": "arxiv",
    "version": 4
  }
}