Pith Number

pith:O5YI6P3O

pith:2018:O5YI6P3O7M6BSETB6ULJEASMLN

not attested not anchored not stored refs pending

Universal Marginalizer for Amortised Inference and Embedding of Generative Models

A. K. W. Navarro, Albert Buchard, Chris Hart, Kostis Gourgoulias, Maria Lomeli, Max Zwiessele, Robert Walecki, Saurabh Johri, Yura Perov

arxiv:1811.04727 v1 · 2018-11-12 · cs.AI · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O5YI6P3O7M6BSETB6ULJEASMLN}

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.

Receipt and verification

First computed	2026-05-18T00:01:04.227243Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77708f3f6efb3c191261f51692024c5b4cb6e82ea17a5a77f63f01fd02e01b0c

Aliases

arxiv: 1811.04727 · arxiv_version: 1811.04727v1 · doi: 10.48550/arxiv.1811.04727 · pith_short_12: O5YI6P3O7M6B · pith_short_16: O5YI6P3O7M6BSETB · pith_short_8: O5YI6P3O

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/O5YI6P3O7M6BSETB6ULJEASMLN \
  | 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: 77708f3f6efb3c191261f51692024c5b4cb6e82ea17a5a77f63f01fd02e01b0c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06f248239cc59991229d37347f0cdd6548ad046fa210b6bf4a66fa098bcbcaef",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-11-12T13:55:15Z",
    "title_canon_sha256": "66b78bb33501186bec25e1f061d3106b8ac6f1717af3e1a8939187539187ae37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.04727",
    "kind": "arxiv",
    "version": 1
  }
}