Pith. sign in
Pith Number

pith:6WAXBAFH

pith:2021:6WAXBAFHZ2Y6QLU7FW3O26VCH3
not attested not anchored not stored refs pending

Achieving Model Fairness in Vertical Federated Learning

Changxin Liu, Jian Pei, Lingyang Chu, Yang Shi, Yong Zhang, Zhenan Fan, Zirui Zhou

arxiv:2109.08344 v3 · 2021-09-17 · cs.LG · cs.CY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6WAXBAFHZ2Y6QLU7FW3O26VCH3}

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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.
Receipt and verification
First computed 2026-07-05T04:54:46.787700Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f5817080a7ceb1e82e9f2db6ed7aa23ef4e4ff78ccc0971d990f35919831d218

Aliases

arxiv: 2109.08344 · arxiv_version: 2109.08344v3 · doi: 10.48550/arxiv.2109.08344 · pith_short_12: 6WAXBAFHZ2Y6 · pith_short_16: 6WAXBAFHZ2Y6QLU7 · pith_short_8: 6WAXBAFH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6WAXBAFHZ2Y6QLU7FW3O26VCH3 \
  | 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: f5817080a7ceb1e82e9f2db6ed7aa23ef4e4ff78ccc0971d990f35919831d218
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1d8635929c7c2c9cff9521fb6846879330a1677d4b6d608de0cd116327ab5f6b",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-17T04:40:11Z",
    "title_canon_sha256": "7e7e1db081ac6e7cb13b5446bc73668a304fec8d3def4e462a650992d52abaa4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.08344",
    "kind": "arxiv",
    "version": 3
  }
}