Pith Number

pith:KZNPLCJN

pith:2022:KZNPLCJN4ENWI26HAXDIJFJKKK

not attested not anchored not stored refs pending

Exploring the Limits of Differentially Private Deep Learning with Group-wise Clipping

Arturs Backurs, Da Yu, Huishuai Zhang, Janardhan Kulkarni, Jiang Bian, Jiyan He, Nenghai Yu, Xuechen Li, Yin Tat Lee

arxiv:2212.01539 v1 · 2022-12-03 · cs.LG · 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{KZNPLCJN4ENWI26HAXDIJFJKKK}

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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

2 papers in Pith

Fundamental Limitations of Favorable Privacy-Utility Guarantees for DP-SGD

Mitigating Membership Inference in Intermediate Representations with Differentially Private Training

Receipt and verification

First computed	2026-07-05T05:21:56.204937Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

565af5892de11b646bc705c684952a52aabaebaa497a96c9961b0f652fbe52a2

Aliases

arxiv: 2212.01539 · arxiv_version: 2212.01539v1 · doi: 10.48550/arxiv.2212.01539 · pith_short_12: KZNPLCJN4ENW · pith_short_16: KZNPLCJN4ENWI26H · pith_short_8: KZNPLCJN

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/KZNPLCJN4ENWI26HAXDIJFJKKK \
  | 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: 565af5892de11b646bc705c684952a52aabaebaa497a96c9961b0f652fbe52a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "374763ca4ad80faf3f73c668564a41c2d25125c52fa7c5686efe50fb78245728",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-03T05:20:15Z",
    "title_canon_sha256": "c6bae02ebcb8c3d77f04343d6721cc5af94f6a56c37615575da8f17ab1ce280f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.01539",
    "kind": "arxiv",
    "version": 1
  }
}