Pith Number

pith:BU57DJ5Q

pith:2019:BU57DJ5Q3ND2E2PA6CPZVJKNV3

not attested not anchored not stored refs pending

Deep Learning with Gaussian Differential Privacy

Jinshuo Dong, Qi Long, Weijie J. Su, Zhiqi Bu

arxiv:1911.11607 v3 · 2019-11-26 · cs.LG · cs.CR · 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{BU57DJ5Q3ND2E2PA6CPZVJKNV3}

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

3 papers in Pith

Trade-off Functions for DP-SGD with Subsampling based on Random Shuffling: Tight Upper and Lower Bounds

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

Trade-off Functions for DP-SGD with Subsampling based on Random Shuffling: Tight Upper and Lower Bounds

Receipt and verification

First computed	2026-07-05T01:21:17.299422Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d3bf1a7b0db47a269e0f09f9aa54daec089920afc51df13ee8adf5420bcfc16

Aliases

arxiv: 1911.11607 · arxiv_version: 1911.11607v3 · doi: 10.48550/arxiv.1911.11607 · pith_short_12: BU57DJ5Q3ND2 · pith_short_16: BU57DJ5Q3ND2E2PA · pith_short_8: BU57DJ5Q

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/BU57DJ5Q3ND2E2PA6CPZVJKNV3 \
  | 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: 0d3bf1a7b0db47a269e0f09f9aa54daec089920afc51df13ee8adf5420bcfc16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5ae0c301780279d16aef37a250bb05197605ec30233f4cac0d7fe0b8356425b",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-11-26T15:08:58Z",
    "title_canon_sha256": "e106ebea12832fe59fabb19a2c38636fdafb1ad943486461113491467025a01d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.11607",
    "kind": "arxiv",
    "version": 3
  }
}