Pith Number

pith:UHPC3OUQ

pith:2020:UHPC3OUQROJQJJFJDYWQBZ422U

not attested not anchored not stored refs pending

A Framework for Evaluating Gradient Leakage Attacks in Federated Learning

Ka-Ho Chow, Ling Liu, Margaret Loper, Mehmet Emre Gursoy, Stacey Truex, Wenqi Wei, Yanzhao Wu

arxiv:2004.10397 v2 · 2020-04-22 · cs.LG · cs.CR · stat.ML

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\usepackage{pith}
\pithnumber{UHPC3OUQROJQJJFJDYWQBZ422U}

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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

Toward Efficient Membership Inference Attacks against Federated Large Language Models: A Projection Residual Approach

Receipt and verification

First computed	2026-07-05T00:57:35.951834Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1de2dba908b9304a4a91e2d00e79ad538a3f745a87e7b1b4406b65cba2bd9a9

Aliases

arxiv: 2004.10397 · arxiv_version: 2004.10397v2 · doi: 10.48550/arxiv.2004.10397 · pith_short_12: UHPC3OUQROJQ · pith_short_16: UHPC3OUQROJQJJFJ · pith_short_8: UHPC3OUQ

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/UHPC3OUQROJQJJFJDYWQBZ422U \
  | 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: a1de2dba908b9304a4a91e2d00e79ad538a3f745a87e7b1b4406b65cba2bd9a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9df21681d4577c5ba41169071800e274ce357259e28f6c017b2b5702547de5a2",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-04-22T05:15:03Z",
    "title_canon_sha256": "9c8a2316f480649da089dd63d257d33601d166284450bbee73bb1f074243e27c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2004.10397",
    "kind": "arxiv",
    "version": 2
  }
}