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Pith
Pith Number

pith:E4DVMGJK

pith:2019:E4DVMGJK2FDTKPIWK2DURMFW3B
not attested not anchored not stored refs pending

The Tradeoff Between Privacy and Accuracy in Anomaly Detection Using Federated XGBoost

Congduan Li, Guozhen Tan, Jie Xu, Linqi Song, Mengwei Yang

arxiv:1907.07157 v2 · 2019-07-16 · cs.LG · cs.CR · stat.ML

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\usepackage{pith}
\pithnumber{E4DVMGJK2FDTKPIWK2DURMFW3B}

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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 2026-07-05T00:11:35.373999Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

270756192ad147353d16568748b0b6d8415a3b18ab77a6917dffb03bf328e621

Aliases

arxiv: 1907.07157 · arxiv_version: 1907.07157v2 · doi: 10.48550/arxiv.1907.07157 · pith_short_12: E4DVMGJK2FDT · pith_short_16: E4DVMGJK2FDTKPIW · pith_short_8: E4DVMGJK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/E4DVMGJK2FDTKPIWK2DURMFW3B \
  | 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: 270756192ad147353d16568748b0b6d8415a3b18ab77a6917dffb03bf328e621
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f9c3137c049e5aa43f02e7cc6d5f04d7a83330404a7c5418f5a4bc0ba1f0dfeb",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-16T17:30:42Z",
    "title_canon_sha256": "9ba78b5592be4d3f477bce062e15c267a3417e15519ded166f4a3a52f4e41aac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.07157",
    "kind": "arxiv",
    "version": 2
  }
}