Pith Number

pith:B6RIDFUD

pith:2024:B6RIDFUDMP766B2WLPLWGLV3DU

not attested not anchored not stored refs pending

Robust Federated Learning Mitigates Client-side Training Data Distribution Inference Attacks

Minghong Fang, Ming Yin, Neil Zhenqiang Gong, Yichang Xu

arxiv:2403.03149 v2 · 2024-03-05 · cs.CR · cs.DC · cs.LG

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\usepackage{pith}
\pithnumber{B6RIDFUDMP766B2WLPLWGLV3DU}

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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

Securing Genomic Data Against Inference Attacks in Federated Learning Environments

Receipt and verification

First computed	2026-07-05T08:04:18.623582Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0fa281968363ffef07565bd7632ebb1d0cc2a33d7c983b56e269e407667105ab

Aliases

arxiv: 2403.03149 · arxiv_version: 2403.03149v2 · doi: 10.48550/arxiv.2403.03149 · pith_short_12: B6RIDFUDMP76 · pith_short_16: B6RIDFUDMP766B2W · pith_short_8: B6RIDFUD

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/B6RIDFUDMP766B2WLPLWGLV3DU \
  | 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: 0fa281968363ffef07565bd7632ebb1d0cc2a33d7c983b56e269e407667105ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b653fdd38f90200339f648d214fb174028c72ba81a5c6af744148c87170ea73",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-03-05T17:41:35Z",
    "title_canon_sha256": "05889deaeb0c281a2ad1c75f6f4c05c59ac441d9791ed670399f8e8a5cf94fb4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03149",
    "kind": "arxiv",
    "version": 2
  }
}