Pith Number

pith:YN4HQ6PG

pith:2024:YN4HQ6PGSSAZORJBKFTVBM4PKV

not attested not anchored not stored refs pending

A review of Monte Carlo-based versions of the EM algorithm

William Ruth

arxiv:2401.00945 v1 · 2024-01-01 · stat.CO · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YN4HQ6PGSSAZORJBKFTVBM4PKV}

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.

Cited by

1 paper in Pith

Variational methods for Learning Multilevel Genetic Algorithms using the Kantorovich Monad

Receipt and verification

First computed	2026-07-05T07:29:32.066699Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3787879e69481974521516750b38f55623b134c8d4842234ce3a89d2b4a1f8c

Aliases

arxiv: 2401.00945 · arxiv_version: 2401.00945v1 · doi: 10.48550/arxiv.2401.00945 · pith_short_12: YN4HQ6PGSSAZ · pith_short_16: YN4HQ6PGSSAZORJB · pith_short_8: YN4HQ6PG

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/YN4HQ6PGSSAZORJBKFTVBM4PKV \
  | 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: c3787879e69481974521516750b38f55623b134c8d4842234ce3a89d2b4a1f8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08a5d8dcf28c003e6a0c87a7739e86564fbbec347a494da3324544094cb4e739",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.CO",
    "submitted_at": "2024-01-01T19:41:30Z",
    "title_canon_sha256": "89760f34194b85e7fcabd2607cb6e32fa29ccc683b72bc30120e8ab0e1c2acfd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.00945",
    "kind": "arxiv",
    "version": 1
  }
}