Pith Number

pith:3WJ5AX3U

pith:2025:3WJ5AX3UWHIIOJZFY6LRNCXXRE

not attested not anchored not stored refs pending

Reinforcement Learning for Automated Cybersecurity Penetration Testing

Alicia Morales-Mart\'inez, Daniel L\'opez-Montero, Jos\'e L. \'Alvarez-Aldana, Juan M. Au\~n\'on Garc\'ia, Marta Gil-L\'opez

arxiv:2507.02969 v1 · 2025-06-30 · 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{3WJ5AX3UWHIIOJZFY6LRNCXXRE}

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	2026-07-05T11:31:49.701296Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd93d05f74b1d0872725c797168af78923bb381a2f26c0d3e1acfc4ee2a5174c

Aliases

arxiv: 2507.02969 · arxiv_version: 2507.02969v1 · doi: 10.48550/arxiv.2507.02969 · pith_short_12: 3WJ5AX3UWHII · pith_short_16: 3WJ5AX3UWHIIOJZF · pith_short_8: 3WJ5AX3U

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/3WJ5AX3UWHIIOJZFY6LRNCXXRE \
  | 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: dd93d05f74b1d0872725c797168af78923bb381a2f26c0d3e1acfc4ee2a5174c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e7a354575bcfb7994637a50c365d98ab254920d792dacdb571d60da420f1122",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-06-30T15:06:17Z",
    "title_canon_sha256": "f376c38e28acb554d7467a63f2778bef0afac88d16d488fff9e914df780ab489"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02969",
    "kind": "arxiv",
    "version": 1
  }
}