Pith Number

pith:VWVP2DNV

pith:2025:VWVP2DNVE4D54OBMR767A37T4E

not attested not anchored not stored refs pending

How to DP-fy Your Data: A Practical Guide to Generating Synthetic Data With Differential Privacy

Alex Bie, Alex Kurakin, Andreas Terzis, Crist\'obal Guzm\'an, Da Yu, Galen Andrew, H. Brendan McMahan, Lucas Rosenblatt, Morteza Zadimoghaddam, Natalia Ponomareva, Peter Kairouz, Ryan McKenna, Sergei Vassilvitskii, Vincent Cohen-Addad, Zheng Xu

arxiv:2512.03238 v2 · 2025-12-02 · cs.CR · cs.AI · 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{VWVP2DNVE4D54OBMR767A37T4E}

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

4 papers in Pith

Fixed-Parameter Tractability of Private Synthetic Data Generation

Advancing the State-of-the-Art in Empirical Privacy Auditing

ContinuousBench: Can Differentially Private Synthetic Text Improve Capabilities?

Contrastive Identification and Generation in the Limit

Receipt and verification

First computed	2026-07-13T00:17:04.853036Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

adaafd0db52707de382c8ffdf06ff3e12c039633caf901dba499a5fc2f396eac

Aliases

arxiv: 2512.03238 · arxiv_version: 2512.03238v2 · doi: 10.48550/arxiv.2512.03238 · pith_short_12: VWVP2DNVE4D5 · pith_short_16: VWVP2DNVE4D54OBM · pith_short_8: VWVP2DNV

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/VWVP2DNVE4D54OBMR767A37T4E \
  | 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: adaafd0db52707de382c8ffdf06ff3e12c039633caf901dba499a5fc2f396eac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1b064c2e6b571efe5a5c574b1fae6f491a04f73df1daa46f90bd849e81c2fdc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-12-02T21:14:39Z",
    "title_canon_sha256": "319b31d8cd43267858353bbf59bcce61f0c633bd0d35409c5bd4ccd031e65084"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.03238",
    "kind": "arxiv",
    "version": 2
  }
}