Pith Number

pith:VKS6EY3U

pith:2023:VKS6EY3UVZVGABDYJAR3RLES5O

not attested not anchored not stored refs pending

Adversarial AI in Insurance: Pervasiveness and Resilience

Elisa Luciano, Matteo Cattaneo, Ron Kenett

arxiv:2301.07520 v1 · 2023-01-17 · cs.LG · q-fin.GN

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VKS6EY3UVZVGABDYJAR3RLES5O}

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.

Cited by

1 paper in Pith

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa

Receipt and verification

First computed	2026-07-05T05:34:10.055611Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aaa5e26374ae6a6004784823b8ac92ebb65a76bd2ee6b3fb2ca71f00d61095ce

Aliases

arxiv: 2301.07520 · arxiv_version: 2301.07520v1 · doi: 10.48550/arxiv.2301.07520 · pith_short_12: VKS6EY3UVZVG · pith_short_16: VKS6EY3UVZVGABDY · pith_short_8: VKS6EY3U

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/VKS6EY3UVZVGABDYJAR3RLES5O \
  | 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: aaa5e26374ae6a6004784823b8ac92ebb65a76bd2ee6b3fb2ca71f00d61095ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1fa9424368a5ed7b3d8d2ff3d778a02d25ad6710a602560e63ce7ad913b3a528",
    "cross_cats_sorted": [
      "q-fin.GN"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-17T08:49:54Z",
    "title_canon_sha256": "d19f023ab92f89fc2d6ad1502fc7475ef6c0bf6e230079b8a0310872ab785300"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.07520",
    "kind": "arxiv",
    "version": 1
  }
}