Pith Number

pith:NZZ4EQIC

pith:2025:NZZ4EQICJXERB2KESUJQB23TG5

not attested not anchored not stored refs pending

HASFL: Heterogeneity-aware Split Federated Learning over Edge Computing Systems

Wei Ni, Xianhao Chen, Yue Gao, Zhe Chen, Zheng Lin

arxiv:2506.08426 v1 · 2025-06-10 · cs.LG · cs.AI · cs.DC

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\usepackage{pith}
\pithnumber{NZZ4EQICJXERB2KESUJQB23TG5}

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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

Optimizing Split Federated Learning with Unstable Client Participation

Receipt and verification

First computed	2026-07-05T11:18:49.305914Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e73c241024dc910e944951300eb73377549aacf661a71e6cce31652f349e7cb

Aliases

arxiv: 2506.08426 · arxiv_version: 2506.08426v1 · doi: 10.48550/arxiv.2506.08426 · pith_short_12: NZZ4EQICJXER · pith_short_16: NZZ4EQICJXERB2KE · pith_short_8: NZZ4EQIC

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/NZZ4EQICJXERB2KESUJQB23TG5 \
  | 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: 6e73c241024dc910e944951300eb73377549aacf661a71e6cce31652f349e7cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76faab47e551f9f7f785480b7372df599d2ade38214694ce68be0b5a735422cc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-10T04:00:01Z",
    "title_canon_sha256": "638968bfcff60fdada1d3a5192167956e16019705c2c72fe34c589555522540e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.08426",
    "kind": "arxiv",
    "version": 1
  }
}