Pith Number

pith:7ECWKD2E

pith:2023:7ECWKD2E3WR4O33Z2GW7RNXAZO

not attested not anchored not stored refs pending

How to DP-fy ML: A Practical Guide to Machine Learning with Differential Privacy

Abhradeep Thakurta, Alex Kurakin, Carson Denison, H. Brendan McMahan, Hussein Hazimeh, Natalia Ponomareva, Sergei Vassilvitskii, Steve Chien, Zheng Xu

arxiv:2303.00654 v3 · 2023-03-01 · 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{7ECWKD2E3WR4O33Z2GW7RNXAZO}

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

Differentially Private Datastore Generation for Retrieval-Augmented Inference

Probing Memorization of Tabular In-Context Learning

Receipt and verification

First computed	2026-07-05T06:36:11.333932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f905650f44dda3c76f79d1adf8b6e0cba5e43f461698677a33826410f5a61320

Aliases

arxiv: 2303.00654 · arxiv_version: 2303.00654v3 · doi: 10.48550/arxiv.2303.00654 · pith_short_12: 7ECWKD2E3WR4 · pith_short_16: 7ECWKD2E3WR4O33Z · pith_short_8: 7ECWKD2E

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/7ECWKD2E3WR4O33Z2GW7RNXAZO \
  | 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: f905650f44dda3c76f79d1adf8b6e0cba5e43f461698677a33826410f5a61320

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0d99a5b4dda7971f9b915f21c3fea2a1a18046a8c6bddca99a7a96dd0df7f37",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-01T16:56:39Z",
    "title_canon_sha256": "b47f668d6afa76e56db22a7c5db03122f363bd247d5ea159d03306b43b088720"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.00654",
    "kind": "arxiv",
    "version": 3
  }
}