Pith. sign in
Pith Number

pith:HMVSVVWE

pith:2025:HMVSVVWE7266Y5O6BW4RW4QN2C
not attested not anchored not stored refs pending

Robust Anomaly Detection in Network Traffic: Evaluating Machine Learning Models on CICIDS2017

Yunbo Liu, Zhaoyang Xu

arxiv:2506.19877 v2 · 2025-06-23 · cs.CR · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{HMVSVVWE7266Y5O6BW4RW4QN2C}

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 2026-07-05T11:51:30.914881Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3b2b2ad6c4febdec75de0db91b720dd08eb9f1625a38e9bc7324472e2ff1ea3f

Aliases

arxiv: 2506.19877 · arxiv_version: 2506.19877v2 · doi: 10.48550/arxiv.2506.19877 · pith_short_12: HMVSVVWE7266 · pith_short_16: HMVSVVWE7266Y5O6 · pith_short_8: HMVSVVWE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/HMVSVVWE7266Y5O6BW4RW4QN2C \
  | 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: 3b2b2ad6c4febdec75de0db91b720dd08eb9f1625a38e9bc7324472e2ff1ea3f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a6aa1ef8ee588f4a4ab6dd247fef72b9937009d910380434330f194863a49fb6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-06-23T15:31:10Z",
    "title_canon_sha256": "e6958cd19510e8116bdcdf00593418d4dff94c969d59480022217ea0325dbe73"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.19877",
    "kind": "arxiv",
    "version": 2
  }
}