Pith Number

pith:N52UWQFV

pith:2022:N52UWQFVTKWRRDD5YMU2FAKNQR

not attested not anchored not stored refs pending

Bias Mitigation for Machine Learning Classifiers: A Comprehensive Survey

Federica Sarro, Jie M. Zhang, Mark Harman, Max Hort, Zhenpeng Chen

arxiv:2207.07068 v4 · 2022-07-14 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N52UWQFVTKWRRDD5YMU2FAKNQR}

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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

4 papers in Pith

Unmasking LAION-5B: Age, Gender, Race, and Emotion Biases in Large-Scale Image Datasets

Trustworthy AI: Ensuring Reliability and Accountability from Models to Agents

Evaluating Intersectional Fairness across Clinical Machine Learning Use Cases using Fairlogue and the All of Us Research Program

FairLogue: A Toolkit for Intersectional Fairness Analysis in Clinical Machine Learning Models

Receipt and verification

First computed	2026-07-05T06:59:27.499734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f754b40b59aad188c7dc329a2814d846a335432e87d6a5bfe73dd6cc8267ceb

Aliases

arxiv: 2207.07068 · arxiv_version: 2207.07068v4 · doi: 10.48550/arxiv.2207.07068 · pith_short_12: N52UWQFVTKWR · pith_short_16: N52UWQFVTKWRRDD5 · pith_short_8: N52UWQFV

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/N52UWQFVTKWRRDD5YMU2FAKNQR \
  | 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: 6f754b40b59aad188c7dc329a2814d846a335432e87d6a5bfe73dd6cc8267ceb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c5c6aa0cf454d2aba064e30b6604cd55655cb80e1b94a04b148f4f611169dc3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-14T17:16:45Z",
    "title_canon_sha256": "a9e27c34482121a49954b76778272d615610fa782b32583eed878fa518ccbfc0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.07068",
    "kind": "arxiv",
    "version": 4
  }
}