Pith Number

pith:LTKGHHOT

pith:2025:LTKGHHOT4XY4BLJVUBJUPX4IGP

not attested not anchored not stored refs pending

VulnBot: Autonomous Penetration Testing for A Multi-Agent Collaborative Framework

Bingzhen Wu, Die Hu, He Kong, Jingguo Ge, Liangxiong Li, Tong Li

arxiv:2501.13411 v1 · 2025-01-23 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LTKGHHOT4XY4BLJVUBJUPX4IGP}

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

12 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

COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies

CyberEvolver: Structured Self-Evolution for Cybersecurity Agents On the Fly

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	2026-07-05T10:04:28.144479Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5cd4639dd3e5f1c0ad35a05347df8833cf2e983463f1bdc7da0e23be6ff6e1be

Aliases

arxiv: 2501.13411 · arxiv_version: 2501.13411v1 · doi: 10.48550/arxiv.2501.13411 · pith_short_12: LTKGHHOT4XY4 · pith_short_16: LTKGHHOT4XY4BLJV · pith_short_8: LTKGHHOT

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/LTKGHHOT4XY4BLJVUBJUPX4IGP \
  | 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: 5cd4639dd3e5f1c0ad35a05347df8833cf2e983463f1bdc7da0e23be6ff6e1be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "adab5e9488fa75bb03080b7ac877170017d5f8f104c14aa6a28822c32d143156",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-01-23T06:33:05Z",
    "title_canon_sha256": "fa63daa6bec21cc28ce11fcc8961b220d60ff8da71bdd04433421e5bfb84cc1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13411",
    "kind": "arxiv",
    "version": 1
  }
}