Pith Number

pith:YETMZ6JS

pith:2023:YETMZ6JS2LKWDOF2BWXFVVFNPU

not attested not anchored not stored refs pending

FedSelect: Customized Selection of Parameters for Fine-Tuning during Personalized Federated Learning

Andy Zhou, Chengjun Lu, John Won, Rishub Tamirisa, Ron Arel

arxiv:2306.13264 v4 · 2023-06-23 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YETMZ6JS2LKWDOF2BWXFVVFNPU}

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.

Receipt and verification

First computed	2026-07-05T08:29:16.166300Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c126ccf932d2d561b8ba0dae5ad4ad7d3c3296ade850f27f17f60146981a48e7

Aliases

arxiv: 2306.13264 · arxiv_version: 2306.13264v4 · doi: 10.48550/arxiv.2306.13264 · pith_short_12: YETMZ6JS2LKW · pith_short_16: YETMZ6JS2LKWDOF2 · pith_short_8: YETMZ6JS

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/YETMZ6JS2LKWDOF2BWXFVVFNPU \
  | 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: c126ccf932d2d561b8ba0dae5ad4ad7d3c3296ade850f27f17f60146981a48e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "954e43c5fc65ab8676eb1f6ac27582631fc4f7e4e5e84eb860280d0306c1e3fb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-23T02:22:04Z",
    "title_canon_sha256": "0ed086f7a3e435716ed9cd73a3fcbdf2aa809fa09dd9168c4d62a134fa75f83b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.13264",
    "kind": "arxiv",
    "version": 4
  }
}