Pith Number

pith:ZKO2BPQ4

pith:2025:ZKO2BPQ42WRWKKO5VRABXMZSNP

not attested not anchored not stored refs pending

How Reliable are Fairness Audits with Unreliable Data?

Yash Vardhan Tomar

arxiv:2506.23033 v2 · 2025-06-28 · cs.LG · 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{ZKO2BPQ42WRWKKO5VRABXMZSNP}

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	2026-06-09T01:04:38.890083Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca9da0be1cd5a36529ddac401bb3326bd10dd47db9e5c54dfa7a9fd544b062c5

Aliases

arxiv: 2506.23033 · arxiv_version: 2506.23033v2 · doi: 10.48550/arxiv.2506.23033 · pith_short_12: ZKO2BPQ42WRW · pith_short_16: ZKO2BPQ42WRWKKO5 · pith_short_8: ZKO2BPQ4

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/ZKO2BPQ42WRWKKO5VRABXMZSNP \
  | 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: ca9da0be1cd5a36529ddac401bb3326bd10dd47db9e5c54dfa7a9fd544b062c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dee31d3e522e1b49754d9c4f1015a4b07882267d0519c98ca98b9eea348d36e7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-28T23:12:59Z",
    "title_canon_sha256": "82f825bb99fb3e5eeaef7372816f5989bc2f81874f414a13ce35f6b7562bba7b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.23033",
    "kind": "arxiv",
    "version": 2
  }
}