Pith Number

pith:DUKSRJVP

pith:2024:DUKSRJVPBAIJHWQXBJ27PACOOA

not attested not anchored not stored refs pending

A Machine Learning-based Anomaly Detection Framework in Life Insurance Contracts

Akshat Khanna, Andreas Groll, Leonid Zeldin

arxiv:2411.17495 v1 · 2024-11-26 · stat.AP · 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{DUKSRJVPBAIJHWQXBJ27PACOOA}

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	2026-07-05T09:40:48.027236Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d1528a6af081093da170a75f7804e701008913d9578a8b649c2eb03ee6c6900

Aliases

arxiv: 2411.17495 · arxiv_version: 2411.17495v1 · doi: 10.48550/arxiv.2411.17495 · pith_short_12: DUKSRJVPBAIJ · pith_short_16: DUKSRJVPBAIJHWQX · pith_short_8: DUKSRJVP

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/DUKSRJVPBAIJHWQXBJ27PACOOA \
  | 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: 1d1528a6af081093da170a75f7804e701008913d9578a8b649c2eb03ee6c6900

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e08c37f2e97353af6719e4c1d392a2f621a33ca96c6dcdc1c5936ad8f54798bb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.AP",
    "submitted_at": "2024-11-26T15:06:12Z",
    "title_canon_sha256": "2a7aae7d5e78cc7b1487ec83c9631c16ba360a53737422de97da7e5ef7b8fb58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17495",
    "kind": "arxiv",
    "version": 1
  }
}