Pith Number

pith:AYF4IHTV

pith:2023:AYF4IHTVNFQGEMFQ4L5OYXH4DB

not attested not anchored not stored refs pending

FedSoup: Improving Generalization and Personalization in Federated Learning via Selective Model Interpolation

Meirui Jiang, Minghui Chen, Qi Dou, Xiaoxiao Li, Zehua Wang

arxiv:2307.10507 v1 · 2023-07-20 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AYF4IHTVNFQGEMFQ4L5OYXH4DB}

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	2026-07-05T06:32:59.481264Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

060bc41e7569606230b0e2faec5cfc187f33288b1c981dc15af6b523c7bd01b2

Aliases

arxiv: 2307.10507 · arxiv_version: 2307.10507v1 · doi: 10.48550/arxiv.2307.10507 · pith_short_12: AYF4IHTVNFQG · pith_short_16: AYF4IHTVNFQGEMFQ · pith_short_8: AYF4IHTV

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/AYF4IHTVNFQGEMFQ4L5OYXH4DB \
  | 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: 060bc41e7569606230b0e2faec5cfc187f33288b1c981dc15af6b523c7bd01b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89bd04efbef7dfbc4efec3a0267c24c8bbd1fdcb9fbb2f48df935378764db2b9",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-20T00:07:29Z",
    "title_canon_sha256": "839d1ecd3b09f30019adab364e92840a72390a2f4a0e5ef1965bafdc3e04d55a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.10507",
    "kind": "arxiv",
    "version": 1
  }
}