Pith. sign in
Pith Number

pith:F5OOY5VZ

pith:2025:F5OOY5VZIWVVX3LJUMQNFUSBPG
not attested not anchored not stored refs pending

On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE

Emmanuele Zambon, Koen T. W. Teuwen, Luca Allodi, Sam Baggen

arxiv:2507.01571 v1 · 2025-07-02 · cs.CR · cs.LG · cs.NI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{F5OOY5VZIWVVX3LJUMQNFUSBPG}

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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 2026-07-05T11:30:51.201817Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2f5cec76b945ab5bed69a320d2d24179a1a0ddedb715b52e7931dac8b8fab553

Aliases

arxiv: 2507.01571 · arxiv_version: 2507.01571v1 · doi: 10.48550/arxiv.2507.01571 · pith_short_12: F5OOY5VZIWVV · pith_short_16: F5OOY5VZIWVVX3LJ · pith_short_8: F5OOY5VZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/F5OOY5VZIWVVX3LJUMQNFUSBPG \
  | 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: 2f5cec76b945ab5bed69a320d2d24179a1a0ddedb715b52e7931dac8b8fab553
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b5ca8007a0c57dee0246477d3dc54e39bc0f5c363747aee4525067e3cf782aee",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-02T10:47:42Z",
    "title_canon_sha256": "d8cd8431c264c67767379193bccfc4bf02e40468dc36405fa684df94ba8435c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.01571",
    "kind": "arxiv",
    "version": 1
  }
}