Pith Number

pith:7UBHE4GY

pith:2025:7UBHE4GYWUSMS5GXHED7KDKZ5F

not attested not anchored not stored refs pending

AutoPentest: Enhancing Vulnerability Management With Autonomous LLM Agents

Julius Henke

arxiv:2505.10321 v1 · 2025-05-15 · 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{7UBHE4GYWUSMS5GXHED7KDKZ5F}

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

xOffense: An Autonomous Multi-Agent Framework for Penetration Testing with Domain-Adapted Large Language Models

Automation-Exploit: A Multi-Agent LLM Framework for Adaptive Offensive Security with Digital Twin-Based Risk-Mitigated Exploitation

Hackers or Hallucinators? A Comprehensive Analysis of LLM-Based Automated Penetration Testing

Taint-Style Vulnerability Detection and Confirmation for Node.js Packages Using LLM Agent Reasoning

Receipt and verification

First computed	2026-07-05T11:03:36.911736Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd027270d8b524c974d73907f50d59e95ff5f32571a2c84e2eb34af7ccf5df34

Aliases

arxiv: 2505.10321 · arxiv_version: 2505.10321v1 · doi: 10.48550/arxiv.2505.10321 · pith_short_12: 7UBHE4GYWUSM · pith_short_16: 7UBHE4GYWUSMS5GX · pith_short_8: 7UBHE4GY

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/7UBHE4GYWUSMS5GXHED7KDKZ5F \
  | 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: fd027270d8b524c974d73907f50d59e95ff5f32571a2c84e2eb34af7ccf5df34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4cae8dc91cf5626519e96494fc0451f5f076b2b309a4e64abd5f46393a54faa",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-05-15T14:06:00Z",
    "title_canon_sha256": "7fb2c1a52d74cc40846694682c1a69660894863bc6c86834fd90b29f8ce81815"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.10321",
    "kind": "arxiv",
    "version": 1
  }
}