Pith Number

pith:R3WCFPKD

pith:2025:R3WCFPKDWBRIVIU6WH4E4VSPG5

not attested not anchored not stored refs pending

Large Language Models for Network Intrusion Detection Systems: Foundations, Implementations, and Future Directions

Donglin Xie, Edith C.H. Ngai, Jinfeng Xu, Jinze Li, Shuo Yang, Weicai Long, Xinchen Zhang, Xinran Zheng

arxiv:2507.04752 v1 · 2025-07-07 · cs.CR · cs.AI · cs.NI

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\usepackage{pith}
\pithnumber{R3WCFPKDWBRIVIU6WH4E4VSPG5}

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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

MA-IDS: Multi-Agent RAG Framework for IoT Network Intrusion Detection with an Experience Library

Attribution-Driven Explainable Intrusion Detection with Encoder-Based Large Language Models

Receipt and verification

First computed	2026-07-05T11:32:53.486446Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8eec22bd43b0628aa29eb1f84e564f374ec4bd42c42d3633cfd13f5b6f46722e

Aliases

arxiv: 2507.04752 · arxiv_version: 2507.04752v1 · doi: 10.48550/arxiv.2507.04752 · pith_short_12: R3WCFPKDWBRI · pith_short_16: R3WCFPKDWBRIVIU6 · pith_short_8: R3WCFPKD

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/R3WCFPKDWBRIVIU6WH4E4VSPG5 \
  | 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: 8eec22bd43b0628aa29eb1f84e564f374ec4bd42c42d3633cfd13f5b6f46722e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a96fd581c7e608f9100b47d69ba6b216f52298c93052ecdd8b8550005d666c22",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-07T08:28:07Z",
    "title_canon_sha256": "97e397434050741f72b426cd2732318d375bddedea3fb43441c4d5890cb5e763"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.04752",
    "kind": "arxiv",
    "version": 1
  }
}