Pith Number

pith:MSKBRUNU

pith:2019:MSKBRUNUDOXCT5CTHKY6O7T4VF

not attested not anchored not stored refs pending

Generalized Variational Inference: Three arguments for deriving new Posteriors

Jack Jewson, Jeremias Knoblauch, Theodoros Damoulas

arxiv:1904.02063 v4 · 2019-04-03 · stat.ML · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MSKBRUNUDOXCT5CTHKY6O7T4VF}

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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

5 papers in Pith

A Tutorial on Bregman Projection in Statistics

Robust ensemble Kalman filtering under observation noise misspecification via diffusion score matching

Regret Analysis of Guided Diffusion for Black-Box Optimization over Structured Inputs

Uncertainty in Physics and AI: Taxonomy, Quantification, and Validation

From Unsupervised to Guided Clustering: A Variational Implementation

Receipt and verification

First computed	2026-07-05T00:25:49.674884Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

649418d1b41bae29f4533ab1e77e7ca95ce26e8c510cfd22f830a6af5f433453

Aliases

arxiv: 1904.02063 · arxiv_version: 1904.02063v4 · doi: 10.48550/arxiv.1904.02063 · pith_short_12: MSKBRUNUDOXC · pith_short_16: MSKBRUNUDOXCT5CT · pith_short_8: MSKBRUNU

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/MSKBRUNUDOXCT5CTHKY6O7T4VF \
  | 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: 649418d1b41bae29f4533ab1e77e7ca95ce26e8c510cfd22f830a6af5f433453

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "54c64f839917fd2ba80f2f6816be29fe554764d2fb6f1f91556dd70bfbe74b22",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-04-03T15:31:46Z",
    "title_canon_sha256": "50f922af5f8fb810ecb88efc3dd6f38195ec840025b52dc78a36c09cd35fedd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.02063",
    "kind": "arxiv",
    "version": 4
  }
}