Pith Number

pith:YDSBATVF

pith:2026:YDSBATVFRPYN5JTS7XUHBQFIUK

not attested not anchored not stored refs pending

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

Galip Tolga Erdem

arxiv:2605.30096 v1 · 2026-05-28 · 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{YDSBATVFRPYN5JTS7XUHBQFIUK}

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	2026-05-29T02:06:09.771664Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0e4104ea58bf0dea672fde870c0a8a28e96c3d137b3b0f3c7d2882335f038e8

Aliases

arxiv: 2605.30096 · arxiv_version: 2605.30096v1 · doi: 10.48550/arxiv.2605.30096 · pith_short_12: YDSBATVFRPYN · pith_short_16: YDSBATVFRPYN5JTS · pith_short_8: YDSBATVF

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/YDSBATVFRPYN5JTS7XUHBQFIUK \
  | 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: c0e4104ea58bf0dea672fde870c0a8a28e96c3d137b3b0f3c7d2882335f038e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f7fb96c53514b14edd2a12752b1ff05dd1015160ffb9aa1726cd07e62dd9701",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-05-28T15:39:43Z",
    "title_canon_sha256": "e509491078bb856896a1094b683cb1d53890c1c6017e99f68bde6b58132a78a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.30096",
    "kind": "arxiv",
    "version": 1
  }
}