pith. sign in
Pith Number

pith:45CBU64M

pith:2026:45CBU64MGMP47M35JKK4NBVEKB
not attested not anchored not stored refs pending

A No-Defense Defense Against Gradient-Based Adversarial Attacks on ML-NIDS: Is Less More?

Ashraf Matrawy, Mohamed elShehaby

arxiv:2605.18666 v1 · 2026-05-18 · cs.LG · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{45CBU64MGMP47M35JKK4NBVEKB}

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.
Receipt and verification
First computed 2026-05-20T00:06:13.667629Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e7441a7b8c331fcfb37d4a95c686a4507f928e87338a7664d37efb6b13c068a4

Aliases

arxiv: 2605.18666 · arxiv_version: 2605.18666v1 · doi: 10.48550/arxiv.2605.18666 · pith_short_12: 45CBU64MGMP4 · pith_short_16: 45CBU64MGMP47M35 · pith_short_8: 45CBU64M
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/45CBU64MGMP47M35JKK4NBVEKB \
  | 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: e7441a7b8c331fcfb37d4a95c686a4507f928e87338a7664d37efb6b13c068a4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "dafc2fd4009b44e78b0fafb1e77a90006c0ccb3016692fa18c88b218e560b342",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-18T17:10:08Z",
    "title_canon_sha256": "cbb9d8bfa1e2c261df827be31ce589077c07ec2f3a5cb2bf1b6694cb9d773516"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.18666",
    "kind": "arxiv",
    "version": 1
  }
}