Pith Number

pith:WUV5RZN2

pith:2025:WUV5RZN2245T4452XQWP6HCE2W

not attested not anchored not stored refs pending

Exposing the Illusion of Fairness: Auditing Vulnerabilities to Distributional Manipulation Attacks

Adriana Laurindo Monteiro, Emmanuelle Claeys, Jean-Michel Loubes, Laurent Risser, Valentin Lafargue

arxiv:2507.20708 v3 · 2025-07-28 · cs.LG · math.OC · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WUV5RZN2245T4452XQWP6HCE2W}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

The Evaluation Game: Beyond Static LLM Benchmarking

Fairness of Explanations in Artificial Intelligence (AI): A Unifying Framework, Axioms, and Future Direction toward Responsible AI

Receipt and verification

First computed	2026-06-19T16:10:30.656008Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b52bd8e5bad73b3e73babc2cff1c44d5866c4c1285cde98f5e4f6355887f78bb

Aliases

arxiv: 2507.20708 · arxiv_version: 2507.20708v3 · doi: 10.48550/arxiv.2507.20708 · pith_short_12: WUV5RZN2245T · pith_short_16: WUV5RZN2245T4452 · pith_short_8: WUV5RZN2

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/WUV5RZN2245T4452XQWP6HCE2W \
  | 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: b52bd8e5bad73b3e73babc2cff1c44d5866c4c1285cde98f5e4f6355887f78bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d39920b5d8c2f216be0b51512a6a917c1306060e4e8e5a9042dad10ce7a0a9b",
    "cross_cats_sorted": [
      "math.OC",
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-28T11:01:48Z",
    "title_canon_sha256": "a20bd79aceaa41677c35556b6646b1ed065329aba1b7e307b4d9964213e73845"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.20708",
    "kind": "arxiv",
    "version": 3
  }
}