Pith Number

pith:TMPW75LI

pith:2024:TMPW75LIXS77PM27ZHMHJEMHTC

not attested not anchored not stored refs pending

Benchmarking Data Heterogeneity Evaluation Approaches for Personalized Federated Learning

Han Yu, Mengmeng Chen, Qicheng Lao, Qiqi Liu, Tiantian He, Xiaohu Wu, Xiaoli Tang, Yew-Soon Ong, Zhilong Li

arxiv:2410.07286 v2 · 2024-10-09 · 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{TMPW75LIXS77PM27ZHMHJEMHTC}

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	2026-07-05T09:27:05.631330Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b1f6ff568bcbff7b35fc9d8749187988c9d85ca31e90a7e37d288d050f67775

Aliases

arxiv: 2410.07286 · arxiv_version: 2410.07286v2 · doi: 10.48550/arxiv.2410.07286 · pith_short_12: TMPW75LIXS77 · pith_short_16: TMPW75LIXS77PM27 · pith_short_8: TMPW75LI

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/TMPW75LIXS77PM27ZHMHJEMHTC \
  | 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: 9b1f6ff568bcbff7b35fc9d8749187988c9d85ca31e90a7e37d288d050f67775

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee514b24d2ab82fb4e667e1d2e6792f011d4c82bd22cb156bdabf61541713d60",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-09T13:16:02Z",
    "title_canon_sha256": "6e10f98b52fdb76d0afeefee0d550aaaf5470545f03e9839323112c82432a073"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.07286",
    "kind": "arxiv",
    "version": 2
  }
}