Pith Number

pith:PKDWAVUP

pith:2022:PKDWAVUPWSYLJH5FCEZXHW4ZL3

not attested not anchored not stored refs pending

Personalized Federated Learning via Variational Bayesian Inference

Kaiyang Guo, Wenpeng Li, Xu Zhang, Yinchuan Li, Yunfeng Shao

arxiv:2206.07977 v1 · 2022-06-16 · 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{PKDWAVUPWSYLJH5FCEZXHW4ZL3}

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 Gaussian Mixture Manifold Models for Client-Specific Federated Personalization

Receipt and verification

First computed	2026-07-05T04:32:20.833805Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a8760568fb4b0b49fa5113373db995ee34d0dbda58f78873308010af6c6f6f3

Aliases

arxiv: 2206.07977 · arxiv_version: 2206.07977v1 · doi: 10.48550/arxiv.2206.07977 · pith_short_12: PKDWAVUPWSYL · pith_short_16: PKDWAVUPWSYLJH5F · pith_short_8: PKDWAVUP

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/PKDWAVUPWSYLJH5FCEZXHW4ZL3 \
  | 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: 7a8760568fb4b0b49fa5113373db995ee34d0dbda58f78873308010af6c6f6f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "399a63052020c26e308a50faacbe7ef4427fee540a903f8faddd92ced53a670a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-16T07:37:02Z",
    "title_canon_sha256": "1ecd2eead9e716b72c1d3538ed2b74d2865be097eb0735cb41edcc07919add5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.07977",
    "kind": "arxiv",
    "version": 1
  }
}