Pith Number

pith:JOROJ6QC

pith:2024:JOROJ6QCGJ5JFB5LC2OARRLZNJ

not attested not anchored not stored refs pending

Evaluation of Reinforcement Learning for Autonomous Penetration Testing using A3C, Q-learning and DQN

Daniel Reti, Evridiki V. Ntagiou, Hans D. Schotten, Marcus Wallum, Norman Becker

arxiv:2407.15656 v1 · 2024-07-22 · 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{JOROJ6QCGJ5JFB5LC2OARRLZNJ}

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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

2 papers in Pith

ZERO-APT: A Closed-Loop Adversarial Framework for LLM-Driven Automated Penetration Testing under Intelligent Defense

APT-Agent: Automated Penetration Testing using Large Language Models

Receipt and verification

First computed	2026-07-05T08:46:59.386613Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4ba2e4fa02327a9287ab169c08c5796a4c4e2e78e6523e69f296f643554fe38c

Aliases

arxiv: 2407.15656 · arxiv_version: 2407.15656v1 · doi: 10.48550/arxiv.2407.15656 · pith_short_12: JOROJ6QCGJ5J · pith_short_16: JOROJ6QCGJ5JFB5L · pith_short_8: JOROJ6QC

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/JOROJ6QCGJ5JFB5LC2OARRLZNJ \
  | 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: 4ba2e4fa02327a9287ab169c08c5796a4c4e2e78e6523e69f296f643554fe38c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee60dc0ea08b3fb584af7b5c60550b7d4964221c66df69f390e7760369269c22",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-07-22T14:17:29Z",
    "title_canon_sha256": "d00a71c7039f8a9362ee5bb8b4c18c73255f4c3921cb5c2403e403c81944c1ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.15656",
    "kind": "arxiv",
    "version": 1
  }
}