Pith Number

pith:XHDSWEJ2

pith:2025:XHDSWEJ266SQMF3UFHNCFSN5MG

not attested not anchored not stored refs pending

CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection

Fahmid Al Farid, Hezerul Abdul Karim, Md Abrar Jahin, Md Rashedul Islam, M. F. Mridha, Raihan Kabir, Shahriar Soudeep

arxiv:2503.00961 v3 · 2025-03-02 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XHDSWEJ266SQMF3UFHNCFSN5MG}

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

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack

Receipt and verification

First computed	2026-07-05T10:54:44.111760Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9c72b113af7a506177429da22c9bd618ff8426b1f41adf013b86592f6acba37

Aliases

arxiv: 2503.00961 · arxiv_version: 2503.00961v3 · doi: 10.48550/arxiv.2503.00961 · pith_short_12: XHDSWEJ266SQ · pith_short_16: XHDSWEJ266SQMF3U · pith_short_8: XHDSWEJ2

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/XHDSWEJ266SQMF3UFHNCFSN5MG \
  | 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: b9c72b113af7a506177429da22c9bd618ff8426b1f41adf013b86592f6acba37

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6450c63895bdfa8108282f3a541d79068b0861f85d01a194ff9620a073fdd67",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-02T17:01:00Z",
    "title_canon_sha256": "ef32cd5a8cedc0731aa9e013f864f5c70ad1315b6815e98fe684201787e8f409"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.00961",
    "kind": "arxiv",
    "version": 3
  }
}