Pith Number

pith:XR4OJNMT

pith:2025:XR4OJNMTMELQPN7SRUJWR6BSMA

not attested not anchored not stored refs pending

Enhanced Hybrid Deep Learning Approach for Botnet Attacks Detection in IoT Environment

A. Karthick kumar, Alavikunhu Panthakkan, M. Prabhananthakumar, Shadi Atalla, S. Rathnamala, T. Vijayashanthi, Wathiq Mansoor

arxiv:2502.06138 v1 · 2025-02-10 · cs.CR · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XR4OJNMTMELQPN7SRUJWR6BSMA}

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	2026-07-05T10:12:04.364088Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bc78e4b593611707b7f28d1368f83260190df5a0e92662682b2af87fcd9ce1be

Aliases

arxiv: 2502.06138 · arxiv_version: 2502.06138v1 · doi: 10.48550/arxiv.2502.06138 · pith_short_12: XR4OJNMTMELQ · pith_short_16: XR4OJNMTMELQPN7S · pith_short_8: XR4OJNMT

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/XR4OJNMTMELQPN7SRUJWR6BSMA \
  | 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: bc78e4b593611707b7f28d1368f83260190df5a0e92662682b2af87fcd9ce1be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b5b7776d94ab455482f7976d18093beca2f535d46215ceef3527f7dd34ab67f0",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-02-10T03:59:27Z",
    "title_canon_sha256": "481faaf6ede55770435dfbb38b44e960c78746dad78785412d18bb027d21e0fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06138",
    "kind": "arxiv",
    "version": 1
  }
}