Pith Number

pith:N44GYHNT

pith:2025:N44GYHNT4CBU7VBB7PBFMAK3HT

not attested not anchored not stored refs pending

Simulating Biases for Interpretable Fairness in Offline and Online Classifiers

Carlos Soares, Ricardo In\'acio, Vitor Cerqueira, Zafeiris Kokkinogenis

arxiv:2507.10154 v1 · 2025-07-14 · stat.ML · 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{N44GYHNT4CBU7VBB7PBFMAK3HT}

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	2026-07-05T11:36:46.075853Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f386c1db3e0834fd421fbc256015b3cdd5b4964c314832e2cbd27ee1ab52179

Aliases

arxiv: 2507.10154 · arxiv_version: 2507.10154v1 · doi: 10.48550/arxiv.2507.10154 · pith_short_12: N44GYHNT4CBU · pith_short_16: N44GYHNT4CBU7VBB · pith_short_8: N44GYHNT

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/N44GYHNT4CBU7VBB7PBFMAK3HT \
  | 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: 6f386c1db3e0834fd421fbc256015b3cdd5b4964c314832e2cbd27ee1ab52179

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2164b113c06d18eafb8e6cab3f7fb793917422875e252c69a23cb33a636a6f99",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-07-14T11:04:24Z",
    "title_canon_sha256": "865ee81ed683e35681d0e1c88eb9ad6c9361ed514f2bba5aad150d3ab67f492e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.10154",
    "kind": "arxiv",
    "version": 1
  }
}