Pith. sign in
Pith Number

pith:I5PZWGPZ

pith:2021:I5PZWGPZI53QZJI7BVTSLQK732
not attested not anchored not stored refs pending

Learning to Detect: A Data-driven Approach for Network Intrusion Detection

Houbing Song, Jian Wang, Kai Zhang, Yushan Jiang, Zachary Tauscher

arxiv:2108.08394 v1 · 2021-08-18 · cs.CR · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{I5PZWGPZI53QZJI7BVTSLQK732}

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 2026-07-05T03:07:09.358975Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

475f9b19f947770ca51f0d6725c15fdeb6dc5d5b1b9eb6a55192bde1a33f4e6e

Aliases

arxiv: 2108.08394 · arxiv_version: 2108.08394v1 · doi: 10.48550/arxiv.2108.08394 · pith_short_12: I5PZWGPZI53Q · pith_short_16: I5PZWGPZI53QZJI7 · pith_short_8: I5PZWGPZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/I5PZWGPZI53QZJI7BVTSLQK732 \
  | 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: 475f9b19f947770ca51f0d6725c15fdeb6dc5d5b1b9eb6a55192bde1a33f4e6e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "af33f2aef555dbd260935b34d1944df3f4a3b9a45b60ee420b9425908ffeecdd",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-08-18T21:19:26Z",
    "title_canon_sha256": "afe36a876ff22c3d76b36b4ba8d69a0de5ce58b29bfd6af30fd8d44ea493e271"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.08394",
    "kind": "arxiv",
    "version": 1
  }
}