Pith Number

pith:VVBYJTCU

pith:2024:VVBYJTCUTSWUX3LUCOBIJ2VPFL

not attested not anchored not stored refs pending

HackSynth: LLM Agent and Evaluation Framework for Autonomous Penetration Testing

Andr\'as Luk\'acs, David Imolai, Lajos Muzsai

arxiv:2412.01778 v1 · 2024-12-02 · 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{VVBYJTCUTSWUX3LUCOBIJ2VPFL}

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

15 papers in Pith

Synthetic APTs: the Collapse of TTP-Based Attribution

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

Are Frontier LLMs Ready for Cybersecurity? Evidence for Vertical Foundation Models from Dual-Mode Vulnerability Benchmarks

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

Toward Secure LLM Agents: Threat Surfaces, Attacks, Defenses, and Evaluation

Receipt and verification

First computed	2026-07-05T09:43:19.472075Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad4384cc549cad4bed74138284eaaf2ac7c4d790b0ea453da4d5e819c74f8d8c

Aliases

arxiv: 2412.01778 · arxiv_version: 2412.01778v1 · doi: 10.48550/arxiv.2412.01778 · pith_short_12: VVBYJTCUTSWU · pith_short_16: VVBYJTCUTSWUX3LU · pith_short_8: VVBYJTCU

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/VVBYJTCUTSWUX3LUCOBIJ2VPFL \
  | 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: ad4384cc549cad4bed74138284eaaf2ac7c4d790b0ea453da4d5e819c74f8d8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "843db3d05659d325314ad6498d61b32666720d371ee873208f05e50d8f5d8d4c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-12-02T18:28:18Z",
    "title_canon_sha256": "064c861f4f5f6ee9ebc47165389a0122ae81c4386f28fcab158fc45ade7762e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01778",
    "kind": "arxiv",
    "version": 1
  }
}