Pith Number

pith:KFHW422Z

pith:2025:KFHW422ZEYGLNKLSPV7S3VCW2A

not attested not anchored not stored refs pending

Applications and Challenges of Fairness APIs in Machine Learning Software

Ajoy Das, Gias Uddin, Hadi Hemmati, Mostafijur Rahman Akhond, Shaiful Chowdhury

arxiv:2508.16377 v1 · 2025-08-22 · cs.LG · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KFHW422ZEYGLNKLSPV7S3VCW2A}

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.

Receipt and verification

First computed	2026-07-05T11:57:47.145681Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

514f6e6b59260cb6a9727d7f2dd456d03f3417602343bf308c68a0f6115f088e

Aliases

arxiv: 2508.16377 · arxiv_version: 2508.16377v1 · doi: 10.48550/arxiv.2508.16377 · pith_short_12: KFHW422ZEYGL · pith_short_16: KFHW422ZEYGLNKLS · pith_short_8: KFHW422Z

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/KFHW422ZEYGLNKLSPV7S3VCW2A \
  | 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: 514f6e6b59260cb6a9727d7f2dd456d03f3417602343bf308c68a0f6115f088e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c10241d661ddc4a81b94d6b86ef95fce6d3a8b697a9cf27a23769fd7fcb0ec9",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-22T13:33:37Z",
    "title_canon_sha256": "3f1aeefeaf6ef7d2b65ad5ceb53864d4c367d5904c3626bebb1cf97b1241b54b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.16377",
    "kind": "arxiv",
    "version": 1
  }
}