Pith Number

pith:WZLCPFPP

pith:2022:WZLCPFPPVDPYYIALVWG3K4FQEJ

not attested not anchored not stored refs pending

FOCUS: Fairness via Agent-Awareness for Federated Learning on Heterogeneous Data

Arash Nourian, Bo Li, Boxin Wang, Chulin Xie, Han Zhao, Lang Yin, Linyi Li, Wenda Chu

arxiv:2207.10265 v4 · 2022-07-21 · cs.LG · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WZLCPFPPVDPYYIALVWG3K4FQEJ}

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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

Fairness in Federated Learning: Fairness for Whom?

Receipt and verification

First computed	2026-07-05T07:13:19.681872Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6562795efa8df8c200bad8db570b0227cee76b95c15ebac5715c96fe5933efb

Aliases

arxiv: 2207.10265 · arxiv_version: 2207.10265v4 · doi: 10.48550/arxiv.2207.10265 · pith_short_12: WZLCPFPPVDPY · pith_short_16: WZLCPFPPVDPYYIAL · pith_short_8: WZLCPFPP

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/WZLCPFPPVDPYYIALVWG3K4FQEJ \
  | 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: b6562795efa8df8c200bad8db570b0227cee76b95c15ebac5715c96fe5933efb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a053e9fc678d47529fcfa40682aff42977ba759fee55abc7a1357326c19715c",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-21T02:21:03Z",
    "title_canon_sha256": "db66ac2bfbb819c30181b8aff18b761f447e63799872352e265804ae7099b4b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.10265",
    "kind": "arxiv",
    "version": 4
  }
}