Pith. sign in
Pith Number

pith:74DLQLSZ

pith:2025:74DLQLSZWWYGKAOO23UBOE2GMC
not attested not anchored not stored refs pending

Demystifying the Role of Rule-based Detection in AI Systems for Windows Malware Detection

Andrea Ponte, Battista Biggio, Fabio Roli, Ivan Tesfai Ogbu, Luca Demetrio, Luca Oneto

arxiv:2508.09652 v1 · 2025-08-13 · cs.CR · cs.AI

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\usepackage{pith}
\pithnumber{74DLQLSZWWYGKAOO23UBOE2GMC}

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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 2026-07-05T11:53:19.110360Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ff06b82e59b5b06501ced6e817134660b3af1c9080c52ebcab5899a10f6ed6f6

Aliases

arxiv: 2508.09652 · arxiv_version: 2508.09652v1 · doi: 10.48550/arxiv.2508.09652 · pith_short_12: 74DLQLSZWWYG · pith_short_16: 74DLQLSZWWYGKAOO · pith_short_8: 74DLQLSZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/74DLQLSZWWYGKAOO23UBOE2GMC \
  | 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: ff06b82e59b5b06501ced6e817134660b3af1c9080c52ebcab5899a10f6ed6f6
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b0c4e6f9f1e161af3d6c57df596bfe26dae2b458025a1ef0fa4678d1d678575d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-08-13T09:35:51Z",
    "title_canon_sha256": "fba0f093ae7e00997d40a39e686ce743e5f4b82fb35a96ae26fbe64bd58cb630"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.09652",
    "kind": "arxiv",
    "version": 1
  }
}