Pith Number

pith:52IEX4NK

pith:2019:52IEX4NKZTFOSEMVGSGYK6RJF2

not attested not anchored not stored refs pending

Training individually fair ML models with Sensitive Subspace Robustness

Amanda Bower, Mikhail Yurochkin, Yuekai Sun

arxiv:1907.00020 v2 · 2019-06-28 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{52IEX4NKZTFOSEMVGSGYK6RJF2}

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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

2 papers in Pith

Concolic Testing on Individual Fairness of Neural Network Models

Toward Individual Fairness Without Centralized Data: Selective Counterfactual Consistency for Vertical Federated Learning

Receipt and verification

First computed	2026-07-05T00:47:37.853598Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee904bf1aacccae91195348d857a292e9776ea12da551f89a2ce322f081c6fb7

Aliases

arxiv: 1907.00020 · arxiv_version: 1907.00020v2 · doi: 10.48550/arxiv.1907.00020 · pith_short_12: 52IEX4NKZTFO · pith_short_16: 52IEX4NKZTFOSEMV · pith_short_8: 52IEX4NK

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/52IEX4NKZTFOSEMVGSGYK6RJF2 \
  | 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: ee904bf1aacccae91195348d857a292e9776ea12da551f89a2ce322f081c6fb7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85fab63b1182a0ab6211db97f77440f1719362127059eb6fb652fed98f3a8146",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-06-28T18:11:25Z",
    "title_canon_sha256": "9e8a8f38666f5f165266b81d7d24528c43d4a941cd98b2410ee4e6ae01359bd9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.00020",
    "kind": "arxiv",
    "version": 2
  }
}