Pith Number

pith:WABINFF2

pith:2018:WABINFF2GBRKAEDBMLALGJBME4

not attested not anchored not stored refs pending

A General Approach to Adding Differential Privacy to Iterative Training Procedures

Galen Andrew, H. Brendan McMahan, Ilya Mironov, Nicolas Papernot, Peter Kairouz, Steve Chien, Ulfar Erlingsson

arxiv:1812.06210 v2 · 2018-12-15 · 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{WABINFF2GBRKAEDBMLALGJBME4}

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

When Determinants Are Not Enough: Private Rare Switching

On Optimal Hyperparameters for Differentially Private Deep Transfer Learning

Receipt and verification

First computed	2026-05-17T23:52:09.262894Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0028694ba3062a0106162c0b3242c27348acf43e7a934f4f9c31a07d3a8525d

Aliases

arxiv: 1812.06210 · arxiv_version: 1812.06210v2 · doi: 10.48550/arxiv.1812.06210 · pith_short_12: WABINFF2GBRK · pith_short_16: WABINFF2GBRKAEDB · pith_short_8: WABINFF2

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/WABINFF2GBRKAEDBMLALGJBME4 \
  | 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: b0028694ba3062a0106162c0b3242c27348acf43e7a934f4f9c31a07d3a8525d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50271303064ad55bae22a65974090e146365a14d054917d2fbadd77d56dc2d94",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-15T00:32:09Z",
    "title_canon_sha256": "33b281ec263557859152ff2041fbb913c11af04a31f93bfc38822376f6398585"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.06210",
    "kind": "arxiv",
    "version": 2
  }
}