Pith Number

pith:ZCHCFARQ

pith:2023:ZCHCFARQMNQGU4XCGTJDEKOCJI

not attested not anchored not stored refs pending

LLMs Killed the Script Kiddie: How Agents Supported by Large Language Models Change the Landscape of Network Threat Testing

Erik Hemberg, Sam Laney, Stephen Moskal, Una-May O'Reilly

arxiv:2310.06936 v1 · 2023-10-10 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZCHCFARQMNQGU4XCGTJDEKOCJI}

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

1 paper in Pith

Large Language Models in Cybersecurity: Applications, Vulnerabilities, and Defense Techniques

Receipt and verification

First computed	2026-07-05T06:59:38.277838Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c88e22823063606a72e234d23229c24a00c26211b4a091397906748f92b53255

Aliases

arxiv: 2310.06936 · arxiv_version: 2310.06936v1 · doi: 10.48550/arxiv.2310.06936 · pith_short_12: ZCHCFARQMNQG · pith_short_16: ZCHCFARQMNQGU4XC · pith_short_8: ZCHCFARQ

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/ZCHCFARQMNQGU4XCGTJDEKOCJI \
  | 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: c88e22823063606a72e234d23229c24a00c26211b4a091397906748f92b53255

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d21bafafeafd550a52b7a72abbc8255b923f9e08a6fa2a878bbec63cf7a0375",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-10-10T18:49:20Z",
    "title_canon_sha256": "caef4111749c65b5d3cade38310a8cd419c16accebc721b2bac220264a897e6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.06936",
    "kind": "arxiv",
    "version": 1
  }
}