Pith Number

pith:224TNFFK

pith:2024:224TNFFKX5Q5CFNV24JAOPVBR4

not attested not anchored not stored refs pending

A Multivocal Literature Review on Privacy and Fairness in Federated Learning

Beatrice Balbierer, Domenique Zipperling, Lukas Heinlein, Niklas K\"uhl

arxiv:2408.08666 v2 · 2024-08-16 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{224TNFFKX5Q5CFNV24JAOPVBR4}

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

1 paper in Pith

Fairness in Federated Learning: Fairness for Whom?

Receipt and verification

First computed	2026-07-05T09:26:29.996829Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6b93694aabf61d115b5d712073ea18f186119871c383862228ab5a2e017c2c2

Aliases

arxiv: 2408.08666 · arxiv_version: 2408.08666v2 · doi: 10.48550/arxiv.2408.08666 · pith_short_12: 224TNFFKX5Q5 · pith_short_16: 224TNFFKX5Q5CFNV · pith_short_8: 224TNFFK

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/224TNFFKX5Q5CFNV24JAOPVBR4 \
  | 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: d6b93694aabf61d115b5d712073ea18f186119871c383862228ab5a2e017c2c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4357821a2076c6dd4d63e51ca9099172d471d920a835660c753a622c1081fc69",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-16T11:15:52Z",
    "title_canon_sha256": "b0d70db04aae2085b28289d29225126d4c0ad6ea1fc724a278ac2503da98a75d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.08666",
    "kind": "arxiv",
    "version": 2
  }
}