Pith Number

pith:ZPNZCK66

pith:2023:ZPNZCK663C25UFCMMJPWCXGTVH

not attested not anchored not stored refs pending

LOKI: Large-scale Data Reconstruction Attack against Federated Learning through Model Manipulation

Ahmed Roushdy Elkordy, Atul Sharma, Joshua C. Zhao, Salman Avestimehr, Saurabh Bagchi, Yahya H. Ezzeldin

arxiv:2303.12233 v2 · 2023-03-21 · cs.LG · cs.CR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZPNZCK663C25UFCMMJPWCXGTVH}

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.

Cited by

1 paper in Pith

DRAUN: An Algorithm-Agnostic Data Reconstruction Attack on Federated Unlearning Systems

Receipt and verification

First computed	2026-07-05T06:53:35.754518Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbdb912bded8b5da144c625f615cd3a9f1f0f4dde8487fef971cdf472f0e1eef

Aliases

arxiv: 2303.12233 · arxiv_version: 2303.12233v2 · doi: 10.48550/arxiv.2303.12233 · pith_short_12: ZPNZCK663C25 · pith_short_16: ZPNZCK663C25UFCM · pith_short_8: ZPNZCK66

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/ZPNZCK663C25UFCMMJPWCXGTVH \
  | 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: cbdb912bded8b5da144c625f615cd3a9f1f0f4dde8487fef971cdf472f0e1eef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd31ed9dd0143acfec8e7fde17edc19ea6ac58bede25f4436b206ea7789f964e",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-21T23:29:35Z",
    "title_canon_sha256": "8b2a18cbd8b420dadbdca7bb393085d1060021ae459c95217bacdb0cf5202363"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.12233",
    "kind": "arxiv",
    "version": 2
  }
}