Pith Number

pith:L34THJ7U

pith:2024:L34THJ7UVF7QGZ5SGF64K4BDSO

not attested not anchored not stored refs pending

Transformers and Large Language Models for Efficient Intrusion Detection Systems: A Comprehensive Survey

Hamza Kheddar

arxiv:2408.07583 v2 · 2024-08-14 · cs.CR · cs.AI · cs.CL · cs.CV · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L34THJ7UVF7QGZ5SGF64K4BDSO}

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

Adaptive Cyber-Attack Detection in IIoT Using Attention-Based LSTM-CNN Models

Receipt and verification

First computed	2026-07-05T11:13:11.654137Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ef933a7f4a97f0367b2317dc5702393bcf8e9e7ba112da363fa48e84b219d1e

Aliases

arxiv: 2408.07583 · arxiv_version: 2408.07583v2 · doi: 10.48550/arxiv.2408.07583 · pith_short_12: L34THJ7UVF7Q · pith_short_16: L34THJ7UVF7QGZ5S · pith_short_8: L34THJ7U

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/L34THJ7UVF7QGZ5SGF64K4BDSO \
  | 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: 5ef933a7f4a97f0367b2317dc5702393bcf8e9e7ba112da363fa48e84b219d1e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50f5de00ed84b249e658db08e854585b9340ab523e2399d1793051a006012540",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-08-14T14:28:11Z",
    "title_canon_sha256": "e5ff8e40af83858ac4735c44fcb3dbdfcc9d4edf7c661cf595ca653a37aa2b19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.07583",
    "kind": "arxiv",
    "version": 2
  }
}