Pith Number

pith:EDEO3QNY

pith:2026:EDEO3QNYVE3TDT5AN6IWH7HDBC

not attested not anchored not stored refs pending

Why Aggregate Accuracy is Inadequate for Evaluating Fairness in Law Enforcement Facial Recognition Systems

Khalid Adnan Alsayed

arxiv:2603.28675 v2 · 2026-03-30 · cs.CV · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EDEO3QNYVE3TDT5AN6IWH7HDBC}

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

1 paper in Pith

Operational AI Deployment Assurance: Governance-State Orchestration Under Threshold-Sensitive Deployment Conditions -- A Governance Framework for High-Stakes AI Systems

Receipt and verification

First computed	2026-05-21T01:04:25.135637Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20c8edc1b8a93731cfa06f9163fce308960c03a864aaf0e6365e6cbd8b92200f

Aliases

arxiv: 2603.28675 · arxiv_version: 2603.28675v2 · doi: 10.48550/arxiv.2603.28675 · pith_short_12: EDEO3QNYVE3T · pith_short_16: EDEO3QNYVE3TDT5A · pith_short_8: EDEO3QNY

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/EDEO3QNYVE3TDT5AN6IWH7HDBC \
  | 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: 20c8edc1b8a93731cfa06f9163fce308960c03a864aaf0e6365e6cbd8b92200f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34e060377ce5c0deb5c19b624ec9357f2a7b25e680f7e67c329cda398b67a51a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-03-30T16:56:54Z",
    "title_canon_sha256": "924120610783df7d0016fbf116662be793e24e52647d84dd89c1a8a69956b0b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.28675",
    "kind": "arxiv",
    "version": 2
  }
}