Pith. sign in
Pith Number

pith:PHHUX4NJ

pith:2022:PHHUX4NJHPKL443T5PYRUE3YDF
not attested not anchored not stored refs pending

NFDLM: A Lightweight Network Flow based Deep Learning Model for DDoS Attack Detection in IoT Domains

Kumar Saurabh, O.P. Vyas, Rahamatullah Khondoker, Tanuj Kumar, Uphar Singh

arxiv:2207.10803 v1 · 2022-07-15 · cs.CR · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PHHUX4NJHPKL443T5PYRUE3YDF}

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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 2026-07-05T05:36:17.288112Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

79cf4bf1a93bd4be7373ebf11a137819645ffb0ba4113911405a17e2226886d2

Aliases

arxiv: 2207.10803 · arxiv_version: 2207.10803v1 · doi: 10.48550/arxiv.2207.10803 · pith_short_12: PHHUX4NJHPKL · pith_short_16: PHHUX4NJHPKL443T · pith_short_8: PHHUX4NJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PHHUX4NJHPKL443T5PYRUE3YDF \
  | 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: 79cf4bf1a93bd4be7373ebf11a137819645ffb0ba4113911405a17e2226886d2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "443e9210a2ac0f5bb0ef40f1392ab9a2cdfd248fd743f9632fece4f232a72d8c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-07-15T14:09:08Z",
    "title_canon_sha256": "d1b4fcde9556b2b5a324cab3f00efac7569c53534cd61754df2d767d3012a211"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.10803",
    "kind": "arxiv",
    "version": 1
  }
}