Pith Number

pith:FSWFZSFV

pith:2024:FSWFZSFVLOYEZEGQ4ZAF2OEABX

not attested not anchored not stored refs pending

pFedMoE: Data-Level Personalization with Mixture of Experts for Model-Heterogeneous Personalized Federated Learning

Chao Ren, Gang Wang, Han Yu, Heng Zhang, Liping Yi, Xiaoguang Liu, Xiaoxiao Li

arxiv:2402.01350 v3 · 2024-02-02 · cs.LG · cs.DC

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\usepackage{pith}
\pithnumber{FSWFZSFVLOYEZEGQ4ZAF2OEABX}

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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

6 papers in Pith

Fisher-Routed Mixture of Experts for Federated Class-Incremental Learning

Retrieval-Augmented Personalization with Foundation Models for Wearable Stress Detection

FLEX-MoE: Federated Mixture-of-Experts with Load-balanced Expert Assignment for Edge Computing

FedCoE: Bridging Generalization and Personalization via Federated Coordinated Dual-level MoEs

Personalized Digital Health Modeling with Adaptive Support Users

Receipt and verification

First computed	2026-07-05T07:44:00.104154Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2cac5cc8b55bb04c90d0e6405d38800dfa38dd278c1b6673a5d3c8c5114066b6

Aliases

arxiv: 2402.01350 · arxiv_version: 2402.01350v3 · doi: 10.48550/arxiv.2402.01350 · pith_short_12: FSWFZSFVLOYE · pith_short_16: FSWFZSFVLOYEZEGQ · pith_short_8: FSWFZSFV

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/FSWFZSFVLOYEZEGQ4ZAF2OEABX \
  | 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: 2cac5cc8b55bb04c90d0e6405d38800dfa38dd278c1b6673a5d3c8c5114066b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f662989ba10e99b262b9fb443dbd6639c77f37bdf8907d1b7e0a5ae2fb276550",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-02T12:09:20Z",
    "title_canon_sha256": "d549d13bd26358969d2c949b11c0eea6c1f96ff9287c40b8ae852974011f70e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01350",
    "kind": "arxiv",
    "version": 3
  }
}