Pith Number

pith:ID4PPOW5

pith:2024:ID4PPOW5AZJN34LU4BYOQRBMC3

not attested not anchored not stored refs pending

Robust Model Aggregation for Heterogeneous Federated Learning: Analysis and Optimizations

Jun Li, Kang Wei, Long Shi, Ming Ding, Qianmu Li, Shi Jin, Wen Chen, Yumeng Shao, Zengxiang Li

arxiv:2405.06993 v1 · 2024-05-11 · cs.LG · cs.DC

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

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\usepackage{pith}
\pithnumber{ID4PPOW5AZJN34LU4BYOQRBMC3}

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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

Benchmark Evaluation of Feredated Learning on Multi-organ Images

Receipt and verification

First computed	2026-07-05T08:18:14.911584Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40f8f7badd0652ddf174e070e8442c16f35585784b15f7f9f0a701d08cc9a700

Aliases

arxiv: 2405.06993 · arxiv_version: 2405.06993v1 · doi: 10.48550/arxiv.2405.06993 · pith_short_12: ID4PPOW5AZJN · pith_short_16: ID4PPOW5AZJN34LU · pith_short_8: ID4PPOW5

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/ID4PPOW5AZJN34LU4BYOQRBMC3 \
  | 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: 40f8f7badd0652ddf174e070e8442c16f35585784b15f7f9f0a701d08cc9a700

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e31d4e133eeb4347f1602c6238c409c134994246712347b01e6d57799326d7ef",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-11T11:55:26Z",
    "title_canon_sha256": "f497e563fa35b8bb950268861d033f67ed9d3322ddd46999e53f24567275eff6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.06993",
    "kind": "arxiv",
    "version": 1
  }
}