Pith Number

pith:LI5FCC7Y

pith:2023:LI5FCC7YV53DHO32OJOJ7NXR7Q

not attested not anchored not stored refs pending

One-shot Empirical Privacy Estimation for Federated Learning

Alina Oprea, Galen Andrew, H. Brendan McMahan, Peter Kairouz, Sewoong Oh, Vinith M. Suriyakumar

arxiv:2302.03098 v5 · 2023-02-06 · 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{LI5FCC7YV53DHO32OJOJ7NXR7Q}

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

2 papers in Pith

Advancing the State-of-the-Art in Empirical Privacy Auditing

A Bayesian Approach to Membership Inference for Statistical Release

Receipt and verification

First computed	2026-07-05T08:09:23.117225Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a3a510bf8af7633bb7a725c9fb6f1fc322f0939e51eab79973ec02bc4be4884

Aliases

arxiv: 2302.03098 · arxiv_version: 2302.03098v5 · doi: 10.48550/arxiv.2302.03098 · pith_short_12: LI5FCC7YV53D · pith_short_16: LI5FCC7YV53DHO32 · pith_short_8: LI5FCC7Y

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/LI5FCC7YV53DHO32OJOJ7NXR7Q \
  | 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: 5a3a510bf8af7633bb7a725c9fb6f1fc322f0939e51eab79973ec02bc4be4884

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1d60a00d1cb66bfcd17513eddbaf124a1de237a78a95dc6bf7b7a093fd76cc7",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-06T19:58:28Z",
    "title_canon_sha256": "13d056b84c99cb4b8c716911a9b00c2e80925108bde50d40124e69bc1ee39e4d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.03098",
    "kind": "arxiv",
    "version": 5
  }
}