Pith Number

pith:PKLU3CGS

pith:2025:PKLU3CGSX3NUMKQL7WBOAUKQHH

not attested not anchored not stored refs pending

Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design

Andreas Happe, J\"urgen Cito

arxiv:2504.10112 v2 · 2025-04-14 · 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{PKLU3CGSX3NUMKQL7WBOAUKQHH}

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

5 papers in Pith

Decoupling Reconnaissance and Exploitation: Measuring the Capability Boundaries of LLM-Based Web Penetration Testing

ZERO-APT: A Closed-Loop Adversarial Framework for LLM-Driven Automated Penetration Testing under Intelligent Defense

Hephaestus: Toward a Cybersecurity AI Scientist

How Reliable Are AI Attackers Against a Fixed Vulnerable Target? A 400-Run Empirical Study of LLM Penetration Testing Consistency

From Controlled to the Wild: Evaluation of Pentesting Agents for the Real-World

Receipt and verification

First computed	2026-07-05T11:22:18.255377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a974d88d2bedb462a0bfd82e0515039d8e032190d3579ce2477174428d4e4c2

Aliases

arxiv: 2504.10112 · arxiv_version: 2504.10112v2 · doi: 10.48550/arxiv.2504.10112 · pith_short_12: PKLU3CGSX3NU · pith_short_16: PKLU3CGSX3NUMKQL · pith_short_8: PKLU3CGS

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/PKLU3CGSX3NUMKQL7WBOAUKQHH \
  | 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: 7a974d88d2bedb462a0bfd82e0515039d8e032190d3579ce2477174428d4e4c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8af119748523e15734d63674bf224846e18b0e71bbdfcc3cf8a59ee1a8728901",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-04-14T11:21:33Z",
    "title_canon_sha256": "46d4dbbbb6bc3de62b0c4cb25453421aa7a9aee6a0b65449c0353750442cb4e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.10112",
    "kind": "arxiv",
    "version": 2
  }
}