Pith Number

pith:I5Z4HY3T

pith:2021:I5Z4HY3T5NEW2DFYOPLIHTCNE7

not attested not anchored not stored refs pending

Personalized Federated Learning with Contextualized Generalization

Jingcai Guo, Song Guo, Xueyang Tang

arxiv:2106.13044 v2 · 2021-06-24 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I5Z4HY3T5NEW2DFYOPLIHTCNE7}

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

A Survey on Foundation Models for Personalized Federated Intelligence

Receipt and verification

First computed	2026-07-05T04:19:02.315597Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4773c3e373eb496d0cb873d683cc4d27e047a5db34a8e0ea48da9e610686380b

Aliases

arxiv: 2106.13044 · arxiv_version: 2106.13044v2 · doi: 10.48550/arxiv.2106.13044 · pith_short_12: I5Z4HY3T5NEW · pith_short_16: I5Z4HY3T5NEW2DFY · pith_short_8: I5Z4HY3T

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/I5Z4HY3T5NEW2DFYOPLIHTCNE7 \
  | 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: 4773c3e373eb496d0cb873d683cc4d27e047a5db34a8e0ea48da9e610686380b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d2a01b159ad50e9881339474484e063606bfd1bcf9ee7eb07b7dc9f7b3704c0",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-24T14:17:00Z",
    "title_canon_sha256": "46382320289e1a29a1e16f63710e26b6dd606fdc00d154b835f77755396d7dd8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.13044",
    "kind": "arxiv",
    "version": 2
  }
}