Pith Number

pith:VGW2GVCW

pith:2018:VGW2GVCWKN32CGQZRAKUF5TFLW

not attested not anchored not stored refs pending

The Frontiers of Fairness in Machine Learning

Aaron Roth, Alexandra Chouldechova

arxiv:1810.08810 v1 · 2018-10-20 · cs.LG · cs.DS · cs.GT · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VGW2GVCWKN32CGQZRAKUF5TFLW}

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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

5 papers in Pith

Mitigating Gender Bias in Natural Language Processing: Literature Review

Fairness criteria through the lens of directed acyclic graphical models

Talking Trees: Reasoning-Assisted Induction of Decision Trees for Tabular Data

Ethical and social risks of harm from Language Models

Trustworthy AI Suffers from Invariance Conflicts and Causality is The Solution

Receipt and verification

First computed	2026-05-18T00:02:41.813952Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9ada354565377a11a19881542f6655d853bfc354fd4fa3b8cfa0acb741796ba

Aliases

arxiv: 1810.08810 · arxiv_version: 1810.08810v1 · doi: 10.48550/arxiv.1810.08810 · pith_short_12: VGW2GVCWKN32 · pith_short_16: VGW2GVCWKN32CGQZ · pith_short_8: VGW2GVCW

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/VGW2GVCWKN32CGQZRAKUF5TFLW \
  | 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: a9ada354565377a11a19881542f6655d853bfc354fd4fa3b8cfa0acb741796ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d88f185d6c253b7fd0c598ae2f166cffd0696cf7395361a9bc1a203ffb3d55c",
    "cross_cats_sorted": [
      "cs.DS",
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-20T14:24:05Z",
    "title_canon_sha256": "c2babfca7ae9023bc5376a66b6d296435a2a7c5e0d8906355351a0c732f5282e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.08810",
    "kind": "arxiv",
    "version": 1
  }
}