Pith Number

pith:P5UPY46Q

pith:2024:P5UPY46Q3G2XQ3RUWAVEH5XYY7

not attested not anchored not stored refs pending

Towards Automated Penetration Testing: Introducing LLM Benchmark, Analysis, and Improvements

Edward Kim, Isamu Isozaki, Manil Shrestha, Rick Console

arxiv:2410.17141 v4 · 2024-10-22 · 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{P5UPY46Q3G2XQ3RUWAVEH5XYY7}

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

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

Receipt and verification

First computed	2026-07-05T10:17:50.975871Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f68fc73d0d9b5786e34b02a43f6f8c7f481b36bdb6cece60e1740d09306f7ca

Aliases

arxiv: 2410.17141 · arxiv_version: 2410.17141v4 · doi: 10.48550/arxiv.2410.17141 · pith_short_12: P5UPY46Q3G2X · pith_short_16: P5UPY46Q3G2XQ3RU · pith_short_8: P5UPY46Q

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/P5UPY46Q3G2XQ3RUWAVEH5XYY7 \
  | 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: 7f68fc73d0d9b5786e34b02a43f6f8c7f481b36bdb6cece60e1740d09306f7ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c257f1c4a1283718c1129841048e27fd65898c7119dda962c98ae6c51ce88366",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-10-22T16:18:41Z",
    "title_canon_sha256": "ad837f4f1af681b8e1054993be1078d1d73cebfbd4f8c8c5d015c1efe4dedc95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.17141",
    "kind": "arxiv",
    "version": 4
  }
}