Pith Number

pith:IKI254QU

pith:2026:IKI254QUEB7M5XNTKUXJNMOAS2

not attested not anchored not stored refs pending

Do Transformers Actually Help Intrusion Detection? A Temporal Sequence Evaluation on CIC-IDS2017

Canada), Hany Ragab (1) ((1) Royal Military College of Canada, Kingston, Zach Moczkodan (1)

arxiv:2606.11098 v1 · 2026-06-09 · 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{IKI254QUEB7M5XNTKUXJNMOAS2}

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	2026-06-10T01:11:10.232266Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4291aef214207eceddb3552e96b1c096b1b6e62567ae81acc966a9ba03f854aa

Aliases

arxiv: 2606.11098 · arxiv_version: 2606.11098v1 · doi: 10.48550/arxiv.2606.11098 · pith_short_12: IKI254QUEB7M · pith_short_16: IKI254QUEB7M5XNT · pith_short_8: IKI254QU

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/IKI254QUEB7M5XNTKUXJNMOAS2 \
  | 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: 4291aef214207eceddb3552e96b1c096b1b6e62567ae81acc966a9ba03f854aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7cb6037ea296c51a0a83f6cd2faa92e28d70d0b8db70b5d25c06f6719d5f346f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-06-09T16:57:10Z",
    "title_canon_sha256": "043df246002b3fe70cedaad35c30f9f687ca0c554c2263f2fb8c31357ebe7838"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.11098",
    "kind": "arxiv",
    "version": 1
  }
}