Pith Number

pith:KUYHZFBQ

pith:2021:KUYHZFBQQVIVHSF3KG5EKHC674

not attested not anchored not stored refs pending

An Efficient Learning Framework For Federated XGBoost Using Secret Sharing And Distributed Optimization

Jiaqi Liu, Lunchen Xie, Qingjiang Shi, Songtao Lu, Tsung-Hui Chang

arxiv:2105.05717 v1 · 2021-05-12 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KUYHZFBQQVIVHSF3KG5EKHC674}

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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

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps

Receipt and verification

First computed	2026-07-05T10:26:35.432954Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

55307c9430855153c8bb51ba451c5eff32c22f2be0bc7286f6e39f737312bb18

Aliases

arxiv: 2105.05717 · arxiv_version: 2105.05717v1 · doi: 10.48550/arxiv.2105.05717 · pith_short_12: KUYHZFBQQVIV · pith_short_16: KUYHZFBQQVIVHSF3 · pith_short_8: KUYHZFBQ

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/KUYHZFBQQVIVHSF3KG5EKHC674 \
  | 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: 55307c9430855153c8bb51ba451c5eff32c22f2be0bc7286f6e39f737312bb18

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1bff04be6856e4670bcad9d4894e270ac76c0fd999cbe9c9fd2814c72141b5ff",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-12T15:04:18Z",
    "title_canon_sha256": "388307f0357b8246d81bb0bc9315087865a9718c74b2f29f932a14df5eae487b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.05717",
    "kind": "arxiv",
    "version": 1
  }
}