Pith Number

pith:3UMDDFLC

pith:2019:3UMDDFLC7YZSNVPGF36M4GENPI

not attested not anchored not stored refs pending

What is Fair? Exploring Pareto-Efficiency for Fairness Constrained Classifiers

Alyssa Lees, Ananth Balashankar, Chris Welty, Lakshminarayanan Subramanian

arxiv:1910.14120 v1 · 2019-10-30 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3UMDDFLC7YZSNVPGF36M4GENPI}

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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

3 papers in Pith

Do Fair Models Reason Fairly? Counterfactual Explanation Consistency for Procedural Fairness in Credit Decisions

Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators

The Statistical Cost of Adaptation in Multi-Source Transfer Learning

Receipt and verification

First computed	2026-07-05T00:16:07.627230Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd18319562fe3326d5e62efcce188d7a1e20ae9973246cc1bbc5599d6b362b15

Aliases

arxiv: 1910.14120 · arxiv_version: 1910.14120v1 · doi: 10.48550/arxiv.1910.14120 · pith_short_12: 3UMDDFLC7YZS · pith_short_16: 3UMDDFLC7YZSNVPG · pith_short_8: 3UMDDFLC

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/3UMDDFLC7YZSNVPGF36M4GENPI \
  | 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: dd18319562fe3326d5e62efcce188d7a1e20ae9973246cc1bbc5599d6b362b15

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d2928c2362a4b35a0cc0bf7a5cf092ab40e487bbde24983aa6c6a8a82111c4c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-30T20:32:01Z",
    "title_canon_sha256": "28301a86272297dc3d77ed837b5ed6478feebe18ff1a350d0dadd03ed3624c3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.14120",
    "kind": "arxiv",
    "version": 1
  }
}