Pith Number

pith:B5EXMXUM

pith:2019:B5EXMXUMAKPRV4C2NDEN6YSR6B

not attested not anchored not stored refs pending

Sampling for Bayesian Mixture Models: MCMC with Polynomial-Time Mixing

Martin J. Wainwright, Michael I. Jordan, Nhat Ho, Peter L. Bartlett, Wenlong Mou

arxiv:1912.05153 v1 · 2019-12-11 · stat.ML · cs.DS · cs.LG · math.PR · stat.CO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B5EXMXUMAKPRV4C2NDEN6YSR6B}

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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

Fast Mixing of Data Augmentation Algorithms: Bayesian Probit, Logit, and Lasso Regression

Receipt and verification

First computed	2026-07-05T00:25:32.779822Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f49765e8c029f1af05a68c8df6251f04faa9ad6731ed84ca4330a964a28dff8

Aliases

arxiv: 1912.05153 · arxiv_version: 1912.05153v1 · doi: 10.48550/arxiv.1912.05153 · pith_short_12: B5EXMXUMAKPR · pith_short_16: B5EXMXUMAKPRV4C2 · pith_short_8: B5EXMXUM

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/B5EXMXUMAKPRV4C2NDEN6YSR6B \
  | 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: 0f49765e8c029f1af05a68c8df6251f04faa9ad6731ed84ca4330a964a28dff8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83f09e6978948994ae89f250cf3f74edf7a2237690e5df47138091f9e4e70476",
    "cross_cats_sorted": [
      "cs.DS",
      "cs.LG",
      "math.PR",
      "stat.CO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-12-11T07:48:49Z",
    "title_canon_sha256": "37f107db47174a61c39e84307d83ba017a7ebc2f59caa407ee44a7e3113a3add"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.05153",
    "kind": "arxiv",
    "version": 1
  }
}