Pith Number

pith:OQFV2ZUW

pith:2025:OQFV2ZUWIEPYJ6OKHR3W244OQ4

not attested not anchored not stored refs pending

Quantifying Loss Aversion in Cyber Adversaries via LLM Analysis

Nikolos Gurney, Sofia Hirschmann, Soham Hans, Stacy Marsella

arxiv:2508.13240 v1 · 2025-08-18 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OQFV2ZUWIEPYJ6OKHR3W244OQ4}

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	2026-07-05T11:55:45.308649Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

740b5d6696411f84f9ca3c776d738e87148f9abe039fd9035b74e866e715b2d5

Aliases

arxiv: 2508.13240 · arxiv_version: 2508.13240v1 · doi: 10.48550/arxiv.2508.13240 · pith_short_12: OQFV2ZUWIEPY · pith_short_16: OQFV2ZUWIEPYJ6OK · pith_short_8: OQFV2ZUW

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/OQFV2ZUWIEPYJ6OKHR3W244OQ4 \
  | 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: 740b5d6696411f84f9ca3c776d738e87148f9abe039fd9035b74e866e715b2d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04e52986c1078992aa9408bd1e1a81b5242ccd3ebd7763e093eeb93b721286b5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-08-18T05:51:30Z",
    "title_canon_sha256": "1f67a3ca0f2b221b5c2acd13506ec587c397db500531987b2f52d572cb942611"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.13240",
    "kind": "arxiv",
    "version": 1
  }
}