Pith Number

pith:2PN4PIYL

pith:2024:2PN4PIYLW6TORC63QJLY52IKS7

not attested not anchored not stored refs pending

Comparison of parallel SMC and MCMC for Bayesian deep learning

Brian T. Kirby, Joseph M. Lukens, Kody J.H. Law, Sanjaya Lohani, Thomas A. Searles, Xin Qiu, Xinzhu Liang

arxiv:2402.06173 v3 · 2024-02-09 · stat.ML · cs.LG · stat.CO

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2PN4PIYLW6TORC63QJLY52IKS7}

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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

Scalable Bayesian Monte Carlo: fast uncertainty estimation beyond deep ensembles

Receipt and verification

First computed	2026-07-05T11:56:13.346100Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3dbc7a30bb7a6e88bdb82578ee90a97e4d8a407cdac920a4d8a133ae6e033a2

Aliases

arxiv: 2402.06173 · arxiv_version: 2402.06173v3 · doi: 10.48550/arxiv.2402.06173 · pith_short_12: 2PN4PIYLW6TO · pith_short_16: 2PN4PIYLW6TORC63 · pith_short_8: 2PN4PIYL

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/2PN4PIYLW6TORC63QJLY52IKS7 \
  | 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: d3dbc7a30bb7a6e88bdb82578ee90a97e4d8a407cdac920a4d8a133ae6e033a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae1765651870bbf983f4b9a4f3549970710ab1d59f0adaafed553c5327e06c16",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.CO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-09T04:13:38Z",
    "title_canon_sha256": "739b7301c98a898398e2eecb2cdea6d261707c8cc943212f58845e675aff2041"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.06173",
    "kind": "arxiv",
    "version": 3
  }
}