Pith Number

pith:MEHTTDYD

pith:2023:MEHTTDYDQVW744TOK6RAPKK5SE

not attested not anchored not stored refs pending

FedSSA: Semantic Similarity-based Aggregation for Efficient Model-Heterogeneous Personalized Federated Learning

Gang Wang, Han Yu, Liping Yi, Lizhen Cui, Xiaoguang Liu, Xiaoxiao Li, Zhuan Shi

arxiv:2312.09006 v3 · 2023-12-14 · cs.LG · cs.DC

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\usepackage{pith}
\pithnumber{MEHTTDYDQVW744TOK6RAPKK5SE}

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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

Efficient Federated Learning with Timely Update Dissemination

Receipt and verification

First computed	2026-07-05T08:09:46.902141Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

610f398f03856dfe726e57a207a95d912b5a4ee196466ee1d4f036ba9de0d635

Aliases

arxiv: 2312.09006 · arxiv_version: 2312.09006v3 · doi: 10.48550/arxiv.2312.09006 · pith_short_12: MEHTTDYDQVW7 · pith_short_16: MEHTTDYDQVW744TO · pith_short_8: MEHTTDYD

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/MEHTTDYDQVW744TOK6RAPKK5SE \
  | 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: 610f398f03856dfe726e57a207a95d912b5a4ee196466ee1d4f036ba9de0d635

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "468ff17e005e1c03b3bb40a3d561a8212a66533c4f18b7f1d25304242da2e6ce",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-14T14:55:32Z",
    "title_canon_sha256": "9ba9382ce27c636a446679560ef1f47012fe2675b15834f3cece9f0b76aa3bfc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.09006",
    "kind": "arxiv",
    "version": 3
  }
}