Pith Number

pith:K2WDRMTW

pith:2025:K2WDRMTWWRW5KVWLGEHBIVTUMB

not attested not anchored not stored refs pending

Forewarned is Forearmed: A Survey on Large Language Model-based Agents in Autonomous Cyberattacks

Conghao Zhou, Dusit Niyato, Jiani Fan, Jiawen Kang, Kwok-Yan Lam, Minrui Xu, Shiwen Mao, Xinyu Huang, Xuemin (Sherman) Shen, Zhu Han

arxiv:2505.12786 v2 · 2025-05-19 · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K2WDRMTWWRW5KVWLGEHBIVTUMB}

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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

5 papers in Pith

Safety Testing LLM Agents at Scale: From Risk Discovery to Evidence-Grounded Verification

Toward Secure LLM Agents: Threat Surfaces, Attacks, Defenses, and Evaluation

Autonomous Adversary: Red-Teaming in the age of LLM

Self-Adaptive Multi-Agent LLM-Based Security Pattern Selection for IoT Systems

Explainable Autonomous Cyber Defense using Adversarial Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:10:08.674748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56ac38b276b46dd556cb310e1456746051ca3dd05e369a4b9e6249a4901e7bca

Aliases

arxiv: 2505.12786 · arxiv_version: 2505.12786v2 · doi: 10.48550/arxiv.2505.12786 · pith_short_12: K2WDRMTWWRW5 · pith_short_16: K2WDRMTWWRW5KVWL · pith_short_8: K2WDRMTW

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/K2WDRMTWWRW5KVWLGEHBIVTUMB \
  | 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: 56ac38b276b46dd556cb310e1456746051ca3dd05e369a4b9e6249a4901e7bca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "603ea12b174b8b1c04c65919f79da4af966d5528025ead3dc3e27da01d746f0f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-05-19T07:19:06Z",
    "title_canon_sha256": "1d9daa56d40c915475ec9fe3fc3ccea87e603297b5d04ebcf2f8b0301f52312d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12786",
    "kind": "arxiv",
    "version": 2
  }
}