Pith Number

pith:XQTKMK7F

pith:2022:XQTKMK7FHFHCFJ5HKIAHT7ZNGZ

not attested not anchored not stored refs pending

PrivFairFL: Privacy-Preserving Group Fairness in Federated Learning

Anderson Nascimento, Golnoosh Farnadi, Martine De Cock, Nicola Neophytou, Sikha Pentyala

arxiv:2205.11584 v2 · 2022-05-23 · cs.LG · 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{XQTKMK7FHFHCFJ5HKIAHT7ZNGZ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

RESFL: An Uncertainty-Aware Framework for Responsible Federated Learning by Balancing Privacy, Fairness and Utility

Co-designing for Compliance: Multi-party Computation Protocols for Post-Market Fairness Monitoring in Algorithmic Hiring

Receipt and verification

First computed	2026-07-05T04:51:57.156140Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bc26a62be5394e22a7a7520079ff2d365c5373f9691212cb7a222dfb329c906a

Aliases

arxiv: 2205.11584 · arxiv_version: 2205.11584v2 · doi: 10.48550/arxiv.2205.11584 · pith_short_12: XQTKMK7FHFHC · pith_short_16: XQTKMK7FHFHCFJ5H · pith_short_8: XQTKMK7F

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/XQTKMK7FHFHCFJ5HKIAHT7ZNGZ \
  | 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: bc26a62be5394e22a7a7520079ff2d365c5373f9691212cb7a222dfb329c906a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20f30cebc3bd7b6082dacb034a2b51b99f1380e5cd076f5d2c992c9d957ea2a8",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-23T19:26:12Z",
    "title_canon_sha256": "45cbc08cd964ce16b87a7cd40a42d08207f4fa913d50af142a50e8ace307815f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.11584",
    "kind": "arxiv",
    "version": 2
  }
}