Pith Number

pith:CZF6CG3D

pith:2021:CZF6CG3DPWAB4AUK3A6S4TWMLX

not attested not anchored not stored refs pending

Deep hierarchical reinforcement agents for automated penetration testing

(2) Institution Two), Ashlesha Akella (1), Chin-Teng Lin (1) ((1) Institution One, David Bowman (2), Junae Kim (2), Khuong Tran (1), Maxwell Standen (2), Toby Richer (2)

arxiv:2109.06449 v1 · 2021-09-14 · cs.AI · 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{CZF6CG3DPWAB4AUK3A6S4TWMLX}

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

xOffense: An Autonomous Multi-Agent Framework for Penetration Testing with Domain-Adapted Large Language Models

Receipt and verification

First computed	2026-07-05T03:13:54.542528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

164be11b637d801e028ad83d2e4ecc5df0a676b65502f79a63ae1f038c4927fe

Aliases

arxiv: 2109.06449 · arxiv_version: 2109.06449v1 · doi: 10.48550/arxiv.2109.06449 · pith_short_12: CZF6CG3DPWAB · pith_short_16: CZF6CG3DPWAB4AUK · pith_short_8: CZF6CG3D

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/CZF6CG3DPWAB4AUK3A6S4TWMLX \
  | 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: 164be11b637d801e028ad83d2e4ecc5df0a676b65502f79a63ae1f038c4927fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "918201de65438959fb4cc8f1fc14595806b658c946b2979f1d0cc399dbd3bccc",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-09-14T05:28:22Z",
    "title_canon_sha256": "34ceb81703fd41789fd72f3ef47998c58cf7a34152a0245c3a5407180af09f79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.06449",
    "kind": "arxiv",
    "version": 1
  }
}