Pith Number

pith:M7NHS573

pith:2019:M7NHS573IFBDSXAAC4QWPETVHV

not attested not anchored not stored refs pending

On the Global Convergence of (Fast) Incremental Expectation Maximization Methods

Belhal Karimi, Eric Moulines, Hoi-To Wai, Marc Lavielle

arxiv:1910.12521 v1 · 2019-10-28 · stat.ML · cs.LG · stat.ME

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\usepackage{pith}
\pithnumber{M7NHS573IFBDSXAAC4QWPETVHV}

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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

A Synthesizable RTL Implementation of Predictive Coding Networks

Receipt and verification

First computed	2026-07-05T00:15:17.357364Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67da7977fb4142395c0017216792753d44a38376dc00cc98eb76a8f4b4405521

Aliases

arxiv: 1910.12521 · arxiv_version: 1910.12521v1 · doi: 10.48550/arxiv.1910.12521 · pith_short_12: M7NHS573IFBD · pith_short_16: M7NHS573IFBDSXAA · pith_short_8: M7NHS573

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/M7NHS573IFBDSXAAC4QWPETVHV \
  | 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: 67da7977fb4142395c0017216792753d44a38376dc00cc98eb76a8f4b4405521

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68b403f88e50e2af1c1122db66e9402097b6b595c890bd0ed5a84e0b40b4e602",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-10-28T09:51:14Z",
    "title_canon_sha256": "daeb4d4f631d9757ceef94420a17c105cc68cac8346928c6872abd8291b0c287"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.12521",
    "kind": "arxiv",
    "version": 1
  }
}