Pith Number

pith:LRL6BWU3

pith:2022:LRL6BWU3TLI6C6U5WNE6SD6QQN

not attested not anchored not stored refs pending

Partitioned Variational Inference: A Framework for Probabilistic Federated Learning

Adrian Weller, Cuong V. Nguyen, Matthew Ashman, Richard E. Turner, Siddharth Swaroop, Stratis Markou, Thang D. Bui

arxiv:2202.12275 v4 · 2022-02-24 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LRL6BWU3TLI6C6U5WNE6SD6QQN}

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

Federated Retrieval Augmented Generation for Multi-Product Question Answering

Receipt and verification

First computed	2026-07-05T04:18:41.601290Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c57e0da9b9ad1e17a9db349e90fd08349a8d031990dfc452c770235c5cd457e

Aliases

arxiv: 2202.12275 · arxiv_version: 2202.12275v4 · doi: 10.48550/arxiv.2202.12275 · pith_short_12: LRL6BWU3TLI6 · pith_short_16: LRL6BWU3TLI6C6U5 · pith_short_8: LRL6BWU3

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/LRL6BWU3TLI6C6U5WNE6SD6QQN \
  | 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: 5c57e0da9b9ad1e17a9db349e90fd08349a8d031990dfc452c770235c5cd457e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04f2c0562863fc9a702704d51ec9635f52c48b1e89616590764be33f19cc4243",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-02-24T18:15:30Z",
    "title_canon_sha256": "0a718f4ea5a416e480a1ab78352bfcb34cf61be2aa3d7e88973597804c497917"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.12275",
    "kind": "arxiv",
    "version": 4
  }
}