Pith Number

pith:DEATZPTL

pith:2024:DEATZPTLUS7ASJEKTJZPNHLSC7

not attested not anchored not stored refs pending

Achieving Fairness Across Local and Global Models in Federated Learning

Disha Makhija, Joydeep Ghosh, Xing Han, Yejin Kim

arxiv:2406.17102 v1 · 2024-06-24 · cs.LG · cs.CY

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\usepackage{pith}
\pithnumber{DEATZPTLUS7ASJEKTJZPNHLSC7}

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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

Demystifying the Optimal Fair Classifier in Multi-Class Classification

Receipt and verification

First computed	2026-07-05T08:36:30.275821Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19013cbe6ba4be09248a9a72f69d7217f70d43fbe18f0bc1ac1f184188f69851

Aliases

arxiv: 2406.17102 · arxiv_version: 2406.17102v1 · doi: 10.48550/arxiv.2406.17102 · pith_short_12: DEATZPTLUS7A · pith_short_16: DEATZPTLUS7ASJEK · pith_short_8: DEATZPTL

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/DEATZPTLUS7ASJEKTJZPNHLSC7 \
  | 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: 19013cbe6ba4be09248a9a72f69d7217f70d43fbe18f0bc1ac1f184188f69851

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14a32132a7479243842dd6b71b6d807e6f3d76499aef6701909d47f673a7bf1f",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-24T19:42:16Z",
    "title_canon_sha256": "75de7c1e95911fc6a6f9da1878eb5e81f4706530e299258a1298aa5dec6cbaf9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.17102",
    "kind": "arxiv",
    "version": 1
  }
}