Pith Number

pith:GLEY3MU5

pith:2024:GLEY3MU5PWNW5Z5NQGSPAORSFD

not attested not anchored not stored refs pending

Perceptions of the Fairness Impacts of Multiplicity in Machine Learning

Anna P. Meyer, Aws Albarghouthi, Loris D'Antoni, Yea-Seul Kim

arxiv:2409.12332 v2 · 2024-09-18 · cs.CY · cs.HC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GLEY3MU5PWNW5Z5NQGSPAORSFD}

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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

Systemizing Multiplicity: The Curious Case of Arbitrariness in Machine Learning

Receipt and verification

First computed	2026-07-05T10:04:17.602618Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32c98db29d7d9b6ee7ad81a4f03a3228ea4effa1c3d7802d1937f93350008735

Aliases

arxiv: 2409.12332 · arxiv_version: 2409.12332v2 · doi: 10.48550/arxiv.2409.12332 · pith_short_12: GLEY3MU5PWNW · pith_short_16: GLEY3MU5PWNW5Z5N · pith_short_8: GLEY3MU5

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/GLEY3MU5PWNW5Z5NQGSPAORSFD \
  | 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: 32c98db29d7d9b6ee7ad81a4f03a3228ea4effa1c3d7802d1937f93350008735

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8308e7ee146bae479db2750b396f8fff1d03ee9ad33776a3199f24e82155a001",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2024-09-18T21:57:51Z",
    "title_canon_sha256": "6e26ad1e479bccc277ebe2001f53c22ba63600932ea6d2619bfc5940698c43b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.12332",
    "kind": "arxiv",
    "version": 2
  }
}