Pith Number

pith:KC4AP537

pith:2024:KC4AP537G6ZRUUMXJU57ZIDWAH

not attested not anchored not stored refs pending

When LLMs Meet Cybersecurity: A Systematic Literature Review

Dan Meng, Haiqiang Fei, Haoyu Bu, Hongsong Zhu, Hui Wen, Jie Zhang, Lun Li, Rongrong Xi, Yongji Liu, Yun Yang

arxiv:2405.03644 v2 · 2024-05-06 · 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{KC4AP537G6ZRUUMXJU57ZIDWAH}

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

3 papers in Pith

Exposing the Ghost in the Transformer: Abnormal Detection for Large Language Models via Hidden State Forensics

ExCyTIn-Bench: Evaluating LLM agents on Cyber Threat Investigation

VulLink: A Dynamic Open-Access Vulnerability Graph Database for Cybersecurity Data Mining

Receipt and verification

First computed	2026-07-05T09:44:09.110259Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50b807f77f37b31a51974d3bfca07601cbddaa45adeba6af9d916be53504e69d

Aliases

arxiv: 2405.03644 · arxiv_version: 2405.03644v2 · doi: 10.48550/arxiv.2405.03644 · pith_short_12: KC4AP537G6ZR · pith_short_16: KC4AP537G6ZRUUMX · pith_short_8: KC4AP537

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/KC4AP537G6ZRUUMXJU57ZIDWAH \
  | 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: 50b807f77f37b31a51974d3bfca07601cbddaa45adeba6af9d916be53504e69d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e18f27ea1b69296b50a4fe9f4c9efba84d6a345961311ddec19de3fb07d4cd7b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-05-06T17:07:28Z",
    "title_canon_sha256": "f8d21f0b902a989d0b78b30d3cbc5e4a33784dce2eadb95f1949c8fae338027f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03644",
    "kind": "arxiv",
    "version": 2
  }
}