Pith Number

pith:T7NGQFGI

pith:2022:T7NGQFGIH3O2WAE57OOSMVIIG5

not attested not anchored not stored refs pending

Bias and unfairness in machine learning models: a systematic literature review

Erick Giovani Sperandio Nascimento, Ewerton Lopes Silva de Oliveira, Fernanda Vit\'oria Nascimento Lisboa, Guilherme Arag\~ao de Sousa Guimar\~aes, Gustavo Oliveira Ramos Cruz, Ingrid Winkler, Lucas Lisboa dos Santos, Maira Matos Araujo, Marco Cruz, Rafael Bessa Loureiro, Rodrigo Matos Peixoto, Tiago Palma Pagano

arxiv:2202.08176 v4 · 2022-02-16 · 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{T7NGQFGIH3O2WAE57OOSMVIIG5}

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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

From Hazard Identification to Controller Design: Proactive and LLM-Supported Safety Engineering for ML-Powered Systems

Receipt and verification

First computed	2026-07-05T05:12:50.137590Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fda6814c83eddab009dfb9d2655083741e70b422c7ec7acdf7e25f2f3a2c521

Aliases

arxiv: 2202.08176 · arxiv_version: 2202.08176v4 · doi: 10.48550/arxiv.2202.08176 · pith_short_12: T7NGQFGIH3O2 · pith_short_16: T7NGQFGIH3O2WAE5 · pith_short_8: T7NGQFGI

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/T7NGQFGIH3O2WAE57OOSMVIIG5 \
  | 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: 9fda6814c83eddab009dfb9d2655083741e70b422c7ec7acdf7e25f2f3a2c521

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8302a427875d5648fcf336d62aced9f2cdb7b89d5303aa9d4bc9192383def94a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-16T16:27:00Z",
    "title_canon_sha256": "bd2512ad700c0938da6b02d6f80782158d7f5c3575177bb258caa107f165f8ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.08176",
    "kind": "arxiv",
    "version": 4
  }
}