Pith Number

pith:OJO43YOI

pith:2024:OJO43YOIFKLN77BJ45GTYWUMCR

not attested not anchored not stored refs pending

A New Federated Learning Framework Against Gradient Inversion Attacks

Liangqiong Qu, Pengxin Guo, Shuang Zeng, Weihong Ren, Wenhao Chen, Xiaodan Zhang, Yuyin Zhou

arxiv:2412.07187 v1 · 2024-12-10 · cs.LG · cs.CR

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\usepackage{pith}
\pithnumber{OJO43YOIFKLN77BJ45GTYWUMCR}

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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

Deep Learning Model Inversion Attacks and Defenses: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T09:47:05.436917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

725dcde1c82a96dffc29e74d3c5a8c14405b95768b24f398349b36e5c03520a2

Aliases

arxiv: 2412.07187 · arxiv_version: 2412.07187v1 · doi: 10.48550/arxiv.2412.07187 · pith_short_12: OJO43YOIFKLN · pith_short_16: OJO43YOIFKLN77BJ · pith_short_8: OJO43YOI

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/OJO43YOIFKLN77BJ45GTYWUMCR \
  | 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: 725dcde1c82a96dffc29e74d3c5a8c14405b95768b24f398349b36e5c03520a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9556a9eb593b36f0c8a7147b3ce7f595ef050431276a838b471a349ebbb30b37",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T04:53:42Z",
    "title_canon_sha256": "e665a76d29b19d3adeff9dd986c00fb20b9afacbe8c10ac55e2c856468c8a81a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07187",
    "kind": "arxiv",
    "version": 1
  }
}