Pith Number

pith:VPPCF37Z

pith:2021:VPPCF37ZGIZZO7EMTO7IPPM45B

not attested not anchored not stored refs pending

Enforcing fairness in private federated learning via the modified method of differential multipliers

Borja Rodr\'iguez-G\'alvez, Filip Granqvist, Matt Seigel, Rogier Van Dalen

arxiv:2109.08604 v2 · 2021-09-17 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VPPCF37ZGIZZO7EMTO7IPPM45B}

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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

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

Receipt and verification

First computed	2026-07-05T04:14:59.473661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abde22eff93233977c8c9bbe87bd9ce850ca6cc21f949d124fdf836556719df1

Aliases

arxiv: 2109.08604 · arxiv_version: 2109.08604v2 · doi: 10.48550/arxiv.2109.08604 · pith_short_12: VPPCF37ZGIZZ · pith_short_16: VPPCF37ZGIZZO7EM · pith_short_8: VPPCF37Z

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/VPPCF37ZGIZZO7EMTO7IPPM45B \
  | 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: abde22eff93233977c8c9bbe87bd9ce850ca6cc21f949d124fdf836556719df1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2d1e1c5d54e5398239667192e9f49e4fe6b2e16bd287e8891d5d106ad2a67e9",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-17T15:28:47Z",
    "title_canon_sha256": "f5d75a5f08babbcd0f87d4c7d4e25b4ef26d64fedc467095bcaeced05dba0f1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.08604",
    "kind": "arxiv",
    "version": 2
  }
}