Pith Number

pith:NILT7XYW

pith:2024:NILT7XYWLT6VDK4T2WDXJDVTRF

not attested not anchored not stored refs pending

An Experimental Study on Fairness-aware Machine Learning for Credit Scoring Problems

Ha-Bang Ban, Huyen Giang Thi Thu, Tai Le Quy, Thang Viet Doan

arxiv:2412.20298 v2 · 2024-12-28 · cs.LG · cs.CY · 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{NILT7XYWLT6VDK4T2WDXJDVTRF}

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	2026-06-19T16:12:13.170273Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a173fdf165cfd51ab93d587748eb38972cd6e992e284995e750070c5109d88c

Aliases

arxiv: 2412.20298 · arxiv_version: 2412.20298v2 · doi: 10.48550/arxiv.2412.20298 · pith_short_12: NILT7XYWLT6V · pith_short_16: NILT7XYWLT6VDK4T · pith_short_8: NILT7XYW

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/NILT7XYWLT6VDK4T2WDXJDVTRF \
  | 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: 6a173fdf165cfd51ab93d587748eb38972cd6e992e284995e750070c5109d88c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cdfa89d1a59350b5d10166ad9f87491d47d8c426f20ead7708eba336c716885e",
    "cross_cats_sorted": [
      "cs.CY",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-28T23:27:07Z",
    "title_canon_sha256": "0301f7444a84a47e6cc61f73e0120082a9bc15fe4dffd809ad64258e0669c820"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20298",
    "kind": "arxiv",
    "version": 2
  }
}