pith. sign in
Pith Number

pith:3ZHSVQWT

pith:2019:3ZHSVQWTXMRRLPI6SUXCB3IN5V
not attested not anchored not stored refs pending

Case-Based Reasoning for Assisting Domain Experts in Processing Fraud Alerts of Black-Box Machine Learning Models

Hilde J.P. Weerts, Mykola Pechenizkiy, Werner van Ipenburg

arxiv:1907.03334 v1 · 2019-07-07 · cs.LG · cs.HC · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3ZHSVQWTXMRRLPI6SUXCB3IN5V}

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 2026-05-17T23:41:16.535335Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

de4f2ac2d3bb2315bd1e952e20ed0ded5c5d51708e7a7086a6a41a672ee1704a

Aliases

arxiv: 1907.03334 · arxiv_version: 1907.03334v1 · doi: 10.48550/arxiv.1907.03334 · pith_short_12: 3ZHSVQWTXMRR · pith_short_16: 3ZHSVQWTXMRRLPI6 · pith_short_8: 3ZHSVQWT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3ZHSVQWTXMRRLPI6SUXCB3IN5V \
  | 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: de4f2ac2d3bb2315bd1e952e20ed0ded5c5d51708e7a7086a6a41a672ee1704a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2e598839642e06fea10372c143bce8bcafd15cb1c630f83d64d88f1ccb247576",
    "cross_cats_sorted": [
      "cs.HC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-07T19:12:49Z",
    "title_canon_sha256": "3765e5b10c447ca48444462a3d908224a559767dd4d3dd314598f4b7838e2466"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.03334",
    "kind": "arxiv",
    "version": 1
  }
}