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Pith Number

pith:YPSNFGJ7

pith:2025:YPSNFGJ7VWEEOWO2Z5S5FKBEUB
not attested not anchored not stored refs pending

A Privacy-Preserving Framework for Advertising Personalization Incorporating Federated Learning and Differential Privacy

Xiang Li, Yifan Lin, Yuanzhe Zhang

arxiv:2507.12098 v1 · 2025-07-16 · cs.CR · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YPSNFGJ7VWEEOWO2Z5S5FKBEUB}

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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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T11:38:14.504768Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c3e4d2993fad884759dacf65d2a824a06c21005acf0c296b4df8a0029353c504

Aliases

arxiv: 2507.12098 · arxiv_version: 2507.12098v1 · doi: 10.48550/arxiv.2507.12098 · pith_short_12: YPSNFGJ7VWEE · pith_short_16: YPSNFGJ7VWEEOWO2 · pith_short_8: YPSNFGJ7
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YPSNFGJ7VWEEOWO2Z5S5FKBEUB \
  | 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: c3e4d2993fad884759dacf65d2a824a06c21005acf0c296b4df8a0029353c504
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "66e08eeda5c9676ef4e014b0110e7780e3f8ff6f99e0052533d797d189e66e62",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-16T10:07:19Z",
    "title_canon_sha256": "15b3782b7e6edf2c1bed8500f76c6ad2c5edd3b91e879cf7c3d432673c756d9d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.12098",
    "kind": "arxiv",
    "version": 1
  }
}