Pith Number

pith:PAX3MUIU

pith:2023:PAX3MUIUVS232QTAQE4U5EHLGG

not attested not anchored not stored refs pending

Federated Learning on Virtual Heterogeneous Data with Local-global Distillation

Can Zhao, Chun-Yin Huang, Daguang Xu, Ruinan Jin, Xiaoxiao Li

arxiv:2303.02278 v3 · 2023-03-04 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PAX3MUIUVS232QTAQE4U5EHLGG}

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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

Knowledge Distillation in Federated Learning: a Survey on Long Lasting Challenges and New Solutions

Receipt and verification

First computed	2026-07-05T10:29:12.081888Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

782fb65114acb5bd426081394e90eb31b26c800adea0c5889f034c8727a708ee

Aliases

arxiv: 2303.02278 · arxiv_version: 2303.02278v3 · doi: 10.48550/arxiv.2303.02278 · pith_short_12: PAX3MUIUVS23 · pith_short_16: PAX3MUIUVS232QTA · pith_short_8: PAX3MUIU

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/PAX3MUIUVS232QTAQE4U5EHLGG \
  | 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: 782fb65114acb5bd426081394e90eb31b26c800adea0c5889f034c8727a708ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64041fa3837c57921ff4f5113782513e9fb753b1d5beb7599d138ccbd91bb455",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-04T00:35:29Z",
    "title_canon_sha256": "02bedabbd6c1418a494747c2aef7b8aeab9203e149f98688648a9726b6fd5937"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.02278",
    "kind": "arxiv",
    "version": 3
  }
}