Pith Number

pith:FOIHYSL5

pith:2022:FOIHYSL5A6NJGEVLCJ4DCIEVIH

not attested not anchored not stored refs pending

Individual Privacy Accounting for Differentially Private Stochastic Gradient Descent

Da Yu, Gautam Kamath, Huishuai Zhang, Janardhan Kulkarni, Jian Yin, Tie-Yan Liu

arxiv:2206.02617 v7 · 2022-06-06 · cs.LG · cs.CR · cs.DS · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FOIHYSL5A6NJGEVLCJ4DCIEVIH}

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

Crowding Out The Noise: Algorithmic Collective Action Under Differential Privacy

Receipt and verification

First computed	2026-07-05T08:48:09.434306Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b907c497d079a9312ab127831209541e8479c4e1cef931d01cc34528ab3fcdb

Aliases

arxiv: 2206.02617 · arxiv_version: 2206.02617v7 · doi: 10.48550/arxiv.2206.02617 · pith_short_12: FOIHYSL5A6NJ · pith_short_16: FOIHYSL5A6NJGEVL · pith_short_8: FOIHYSL5

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/FOIHYSL5A6NJGEVLCJ4DCIEVIH \
  | 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: 2b907c497d079a9312ab127831209541e8479c4e1cef931d01cc34528ab3fcdb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6c4c36583095de248e94981d15ba8b8be9673fd89a231a6bf17f774a0af4695",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DS",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-06T13:49:37Z",
    "title_canon_sha256": "039846df7d2c7953a8e4ae367afde532ed1e13125a90b06b864b9ad17a856cfe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.02617",
    "kind": "arxiv",
    "version": 7
  }
}