Pith Number

pith:YUB7DSCH

pith:2022:YUB7DSCHDTPRZMXCHUUT2DYH4K

not attested not anchored not stored refs pending

Bayesian Hyperparameter Optimization for Deep Neural Network-Based Network Intrusion Detection

Alfredo Cuzzocrea, Hisham Haddad, Hossain Shahriar, Maria Valero, Md Abdullah Khan, Md Jobair Hossain Faruk, Mohammad A. Rahman, Mohammad Masum, Muhaiminul I. Adnan

arxiv:2207.09902 v1 · 2022-07-07 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YUB7DSCHDTPRZMXCHUUT2DYH4K}

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	2026-07-05T04:42:03.133183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c503f1c8471cdf1cb2e23d293d0f07e2b195a30f3144bec749696d2b03f0b2b9

Aliases

arxiv: 2207.09902 · arxiv_version: 2207.09902v1 · doi: 10.48550/arxiv.2207.09902 · pith_short_12: YUB7DSCHDTPR · pith_short_16: YUB7DSCHDTPRZMXC · pith_short_8: YUB7DSCH

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/YUB7DSCHDTPRZMXCHUUT2DYH4K \
  | 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: c503f1c8471cdf1cb2e23d293d0f07e2b195a30f3144bec749696d2b03f0b2b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e8f00a53fce9321b12204664255fd335e89c3b70a8ca4ea8149d9acab10c7251",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-07-07T20:08:38Z",
    "title_canon_sha256": "3e84c5c85e2f16f1fc5641aa2928a6c82ee336151a6c6da7a248a62be7cd84ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.09902",
    "kind": "arxiv",
    "version": 1
  }
}