Pith Number

pith:3EV5OCDI

pith:2025:3EV5OCDI7AOYY3DNC3LU2BE75U

not attested not anchored not stored refs pending

Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing

Farzana Abdulzada

arxiv:2507.21113 v1 · 2025-07-14 · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3EV5OCDI7AOYY3DNC3LU2BE75U}

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.

Receipt and verification

First computed	2026-07-05T11:44:31.426209Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d92bd70868f81d8c6c6d16d74d049fed0984703e250f1d701c9b11f8c71d42d7

Aliases

arxiv: 2507.21113 · arxiv_version: 2507.21113v1 · doi: 10.48550/arxiv.2507.21113 · pith_short_12: 3EV5OCDI7AOY · pith_short_16: 3EV5OCDI7AOYY3DN · pith_short_8: 3EV5OCDI

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/3EV5OCDI7AOYY3DNC3LU2BE75U \
  | 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: d92bd70868f81d8c6c6d16d74d049fed0984703e250f1d701c9b11f8c71d42d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0038e53aa778853927fb4fcc860b9343fd7adf23588a265764d3af354cae957",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-14T06:19:17Z",
    "title_canon_sha256": "014e4058f0dd7c73beb180e624c2de0fded0611b9e9065a7b00b91e2306f5871"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.21113",
    "kind": "arxiv",
    "version": 1
  }
}