Pith Number

pith:R4ZUSXX6

pith:2023:R4ZUSXX66CLR2V2B4O3AAULJSY

not attested not anchored not stored refs pending

Mitigating Group Bias in Federated Learning for Heterogeneous Devices

Fatima M. Anwar, Khotso Selialia, Yasra Chandio

arxiv:2309.07085 v2 · 2023-09-13 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R4ZUSXX66CLR2V2B4O3AAULJSY}

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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	2026-07-05T08:42:53.046882Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f33495efef0971d5741e3b60051699638697961d923371d982d154b0263ca0c

Aliases

arxiv: 2309.07085 · arxiv_version: 2309.07085v2 · doi: 10.48550/arxiv.2309.07085 · pith_short_12: R4ZUSXX66CLR · pith_short_16: R4ZUSXX66CLR2V2B · pith_short_8: R4ZUSXX6

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/R4ZUSXX66CLR2V2B4O3AAULJSY \
  | 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: 8f33495efef0971d5741e3b60051699638697961d923371d982d154b0263ca0c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b18272264030b5419432c2cb873a36398a0c2633e9bde669f316964bee0eedb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-13T16:53:48Z",
    "title_canon_sha256": "8c0f13bc0212a1e63ea7ec3f45af267e6b3dc19b3b2470cd682e33a587cd2dff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.07085",
    "kind": "arxiv",
    "version": 2
  }
}