Pith. sign in
Pith Number

pith:57S5FUAC

pith:2025:57S5FUACNAPAOVVQ7AX3Z24LQK
not attested not anchored not stored refs pending

Do Fairness Interventions Come at the Cost of Privacy: Evaluations for Binary Classifiers

Bo Liu, Guangsheng Zhang, Huan Tian, Ming Ding, Tianqing Zhu, Wanlei Zhou

arxiv:2503.06150 v2 · 2025-03-08 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{57S5FUACNAPAOVVQ7AX3Z24LQK}

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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.
Receipt and verification
First computed 2026-07-05T11:10:53.921113Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

efe5d2d002681e0756b0f82fbceb8b829862744cdbdef5d3fbd4c728831a1acc

Aliases

arxiv: 2503.06150 · arxiv_version: 2503.06150v2 · doi: 10.48550/arxiv.2503.06150 · pith_short_12: 57S5FUACNAPA · pith_short_16: 57S5FUACNAPAOVVQ · pith_short_8: 57S5FUAC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/57S5FUACNAPAOVVQ7AX3Z24LQK \
  | 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: efe5d2d002681e0756b0f82fbceb8b829862744cdbdef5d3fbd4c728831a1acc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "94a18d69e29f68d8ad8793f1b458f02d0e3ad83d0a5a572f8b2121bb2d233c7a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-08T10:21:21Z",
    "title_canon_sha256": "7e64ce6c67f58c8fccb17af5f95c430d65db0cb0a822523907b9abf75b124193"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06150",
    "kind": "arxiv",
    "version": 2
  }
}