Pith Number

pith:KLQHH5RG

pith:2024:KLQHH5RGO75FRRX7GNOD2564TY

not attested not anchored not stored refs pending

Large Language Models in Wireless Application Design: In-Context Learning-enhanced Automatic Network Intrusion Detection

Akram Bin Sediq, Ali Afana, Han Zhang, Melike Erol-Kantarci

arxiv:2405.11002 v1 · 2024-05-17 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KLQHH5RGO75FRRX7GNOD2564TY}

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

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

Receipt and verification

First computed	2026-07-05T08:20:31.526776Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52e073f62677fa58c6ff335c3d77dc9e05ee0abaffae976b7e535dcb80eb7ce1

Aliases

arxiv: 2405.11002 · arxiv_version: 2405.11002v1 · doi: 10.48550/arxiv.2405.11002 · pith_short_12: KLQHH5RGO75F · pith_short_16: KLQHH5RGO75FRRX7 · pith_short_8: KLQHH5RG

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/KLQHH5RGO75FRRX7GNOD2564TY \
  | 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: 52e073f62677fa58c6ff335c3d77dc9e05ee0abaffae976b7e535dcb80eb7ce1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0cebf8facdde2a09b7ff5a8220b28d09575ad13bcec93056eeb6b399bfe85b4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-17T02:56:31Z",
    "title_canon_sha256": "51dbcde370607cd67af984c8d631794aeba8dbfe7fdba60d8a32b68e2f527377"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.11002",
    "kind": "arxiv",
    "version": 1
  }
}