Pith Number

pith:RNAI22Q4

pith:2021:RNAI22Q4Z2BK4MHUUTHP5ULUG6

not attested not anchored not stored refs pending

An Expectation-Maximization Perspective on Federated Learning

Christos Louizos, Joseph Soriaga, Matthias Reisser, Max Welling

arxiv:2111.10192 v1 · 2021-11-19 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RNAI22Q4Z2BK4MHUUTHP5ULUG6}

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

FedGMI: Generative Model-Driven Federated Learning for Probabilistic Mixture Inference

Receipt and verification

First computed	2026-07-05T03:33:29.288272Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b408d6a1cce82ae30f4a4cefed17437ae5b247d4c0ecaddeb7943fdf399cab4

Aliases

arxiv: 2111.10192 · arxiv_version: 2111.10192v1 · doi: 10.48550/arxiv.2111.10192 · pith_short_12: RNAI22Q4Z2BK · pith_short_16: RNAI22Q4Z2BK4MHU · pith_short_8: RNAI22Q4

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/RNAI22Q4Z2BK4MHUUTHP5ULUG6 \
  | 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: 8b408d6a1cce82ae30f4a4cefed17437ae5b247d4c0ecaddeb7943fdf399cab4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "749d8958b9afedb9253cfeffec60eb8d4d74a798d0eeeb4f27284fab0a813dee",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-19T12:58:59Z",
    "title_canon_sha256": "555571e228ee69419496473754ac98e55d434e89c9aa101fd4c062ff5392fce8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.10192",
    "kind": "arxiv",
    "version": 1
  }
}