Pith Number

pith:I4GBGESF

pith:2025:I4GBGESFUVZ7C7OENBURJFGEOT

not attested not anchored not stored refs pending

Differentially Private Synthetic Data via APIs 3: Using Simulators Instead of Foundation Model

Sergey Yekhanin, Tadas Baltrusaitis, Wenyu Wang, Zinan Lin

arxiv:2502.05505 v3 · 2025-02-08 · cs.LG · cs.CR · cs.CV · 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{I4GBGESFUVZ7C7OENBURJFGEOT}

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 Synthetic Data via APIs 4: Tabular Data

DP-SAPF: Saliency-Aware Parameter Fine-tuning of Public Models for Differentially Private Image Synthesis

Receipt and verification

First computed	2026-07-05T11:05:39.798507Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

470c131245a573f17dc468691494c474e79d0e8996a6eec763bbec321dbc7e2a

Aliases

arxiv: 2502.05505 · arxiv_version: 2502.05505v3 · doi: 10.48550/arxiv.2502.05505 · pith_short_12: I4GBGESFUVZ7 · pith_short_16: I4GBGESFUVZ7C7OE · pith_short_8: I4GBGESF

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/I4GBGESFUVZ7C7OENBURJFGEOT \
  | 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: 470c131245a573f17dc468691494c474e79d0e8996a6eec763bbec321dbc7e2a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e78a53152d14df762d3381d0c9b0bce4ec667c22ef0575603d9fba18e6f0791",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-08T09:50:30Z",
    "title_canon_sha256": "47f791b98198940db755e1bd5e18cc8eaabc313acec613dbe27c5e3c57c49f13"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05505",
    "kind": "arxiv",
    "version": 3
  }
}