Pith Number

pith:35OYTPVR

pith:2023:35OYTPVRVBIYIFFLMG54CLXYBD

not attested not anchored not stored refs pending

pFedES: Model Heterogeneous Personalized Federated Learning with Feature Extractor Sharing

Gang Wang, Han Yu, Liping Yi, Xiaoguang Liu

arxiv:2311.06879 v1 · 2023-11-12 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{35OYTPVRVBIYIFFLMG54CLXYBD}

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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

Hypernetworks for Model-Heterogeneous Personalized Federated Learning

Receipt and verification

First computed	2026-07-05T07:12:05.053438Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df5d89beb1a8518414ab61bbc12ef808d684e4ca141246111d940f88fde8b664

Aliases

arxiv: 2311.06879 · arxiv_version: 2311.06879v1 · doi: 10.48550/arxiv.2311.06879 · pith_short_12: 35OYTPVRVBIY · pith_short_16: 35OYTPVRVBIYIFFL · pith_short_8: 35OYTPVR

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/35OYTPVRVBIYIFFLMG54CLXYBD \
  | 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: df5d89beb1a8518414ab61bbc12ef808d684e4ca141246111d940f88fde8b664

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a777d134b7a11b719e749f6d08b7ccef34a3b0243e724f13a905a8a4d80060e",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-12T15:43:39Z",
    "title_canon_sha256": "b0ad0e8d5a2a4b309dfac69f7605faf2333c71b22e78a655504096a5ea00c44e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.06879",
    "kind": "arxiv",
    "version": 1
  }
}