Pith Number

pith:3T3Z5FEF

pith:2024:3T3Z5FEFOVXBQA6MIUCSIQCIUW

not attested not anchored not stored refs pending

FedMoE: Personalized Federated Learning via Heterogeneous Mixture of Experts

Ao Zhou, Dongqi Cai, Hanzi Mei, Mengwei Xu, Shangguang Wang

arxiv:2408.11304 v1 · 2024-08-21 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3T3Z5FEFOVXBQA6MIUCSIQCIUW}

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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

5 papers in Pith

FoMoE: Breaking the Full-Replica Barrier with a Federation of MoEs

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

A Survey on Foundation Models for Personalized Federated Intelligence

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

Receipt and verification

First computed	2026-07-05T08:57:41.822380Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dcf79e9485756e1803cc4505244048a58908e707acc04443cf5398dabe86ad13

Aliases

arxiv: 2408.11304 · arxiv_version: 2408.11304v1 · doi: 10.48550/arxiv.2408.11304 · pith_short_12: 3T3Z5FEFOVXB · pith_short_16: 3T3Z5FEFOVXBQA6M · pith_short_8: 3T3Z5FEF

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/3T3Z5FEFOVXBQA6MIUCSIQCIUW \
  | 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: dcf79e9485756e1803cc4505244048a58908e707acc04443cf5398dabe86ad13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "559d514bbf22446e2dc3e9451c3d8d6a6e41df1305e7512fac1a86d6d5408e77",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-21T03:16:12Z",
    "title_canon_sha256": "e9a1103cbefc323c1e43095e247427bf2303a379e3a58699e9e8d4462aad28dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.11304",
    "kind": "arxiv",
    "version": 1
  }
}