pith. sign in
Pith Number

pith:YPYS2EYS

pith:2024:YPYS2EYSJF72HXJ4D4VVDX45WE
not attested not anchored not stored refs pending

An Investigation into the Performances of the State-of-the-art Machine Learning Approaches for Various Cyber-attack Detection: A Survey

Aritran Piplai, Christopher Kiekintveld, Tosin Ige

arxiv:2402.17045 v2 · 2024-02-26 · cs.CR · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YPYS2EYSJF72HXJ4D4VVDX45WE}

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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.
Receipt and verification
First computed 2026-07-05T08:17:31.279263Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c3f12d1312497fa3dd3c1f2b51df9db12f4c7e14eeda9fd28e9b462270e80416

Aliases

arxiv: 2402.17045 · arxiv_version: 2402.17045v2 · doi: 10.48550/arxiv.2402.17045 · pith_short_12: YPYS2EYSJF72 · pith_short_16: YPYS2EYSJF72HXJ4 · pith_short_8: YPYS2EYS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YPYS2EYSJF72HXJ4D4VVDX45WE \
  | 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: c3f12d1312497fa3dd3c1f2b51df9db12f4c7e14eeda9fd28e9b462270e80416
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "29418b6e3b5b8f3ddf3e6e7adbb99a6b5ade113a8bed006146950b5d94747969",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-02-26T22:04:25Z",
    "title_canon_sha256": "01b41d46137673c1ed8ad668a6dbf3675fb1cf2cab1280aea7ddfa4e4e75f3e5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.17045",
    "kind": "arxiv",
    "version": 2
  }
}