Pith Number

pith:VIW6VP6O

pith:2013:VIW6VP6OG6EJ5EOVD3PXHFAXMD

not attested not anchored not stored refs pending

Inferring Parameters and Structure of Latent Variable Models by Variational Bayes

Hagai Attias

arxiv:1301.6676 v1 · 2013-01-23 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VIW6VP6OG6EJ5EOVD3PXHFAXMD}

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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

Semantic Variational Bayes Based on Semantic Information G Theory for Solving Latent Variables

Receipt and verification

First computed	2026-05-18T03:35:13.110943Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa2deabfce37889e91d51edf73941760d81ace962234c32a2083f2632afd8d1a

Aliases

arxiv: 1301.6676 · arxiv_version: 1301.6676v1 · doi: 10.48550/arxiv.1301.6676 · pith_short_12: VIW6VP6OG6EJ · pith_short_16: VIW6VP6OG6EJ5EOV · pith_short_8: VIW6VP6O

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/VIW6VP6OG6EJ5EOVD3PXHFAXMD \
  | 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: aa2deabfce37889e91d51edf73941760d81ace962234c32a2083f2632afd8d1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14abe26a55f005cbe77bc3fd4d2cc35feb1930e748f8764cd9bc8858c64713a6",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2013-01-23T15:56:44Z",
    "title_canon_sha256": "9349891ab8ce948e51383e577e2c716bfc045672574bfecfc132b135a20f6ef1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1301.6676",
    "kind": "arxiv",
    "version": 1
  }
}