Pith Number

pith:WW5XYOQV

pith:2025:WW5XYOQVULYG4GQXJGCSX44TWC

not attested not anchored not stored refs pending

Winning the MIDST Challenge: New Membership Inference Attacks on Diffusion Models for Tabular Data Synthesis

Steven Wu, Terrance Liu, Xiaoyu Wu, Yifei Pang

arxiv:2503.12008 v1 · 2025-03-15 · cs.LG · cs.AI · cs.CR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WW5XYOQVULYG4GQXJGCSX44TWC}

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

FERMI: Exploiting Relations for Membership Inference Against Tabular Diffusion Models

A Dual Perspective on Synthetic Trajectory Generators: Utility Framework and Privacy Vulnerabilities

On Privacy Leakage in Tabular Diffusion Models: Influential Factors, Attacker Knowledge, and Metrics

Receipt and verification

First computed	2026-07-05T10:32:42.646482Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5bb7c3a15a2f06e1a1749852bf393b0bfb69975d8bd069035ac76bb6196a918

Aliases

arxiv: 2503.12008 · arxiv_version: 2503.12008v1 · doi: 10.48550/arxiv.2503.12008 · pith_short_12: WW5XYOQVULYG · pith_short_16: WW5XYOQVULYG4GQX · pith_short_8: WW5XYOQV

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/WW5XYOQVULYG4GQXJGCSX44TWC \
  | 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: b5bb7c3a15a2f06e1a1749852bf393b0bfb69975d8bd069035ac76bb6196a918

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "511672a51b6b3a3be782a27d1a19d9f7857810e59a579b091ceae34fcf08bd9f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-15T06:13:27Z",
    "title_canon_sha256": "686109d0de4cf0f6b140dd58901db28b0cc88e2cb439b09498cf4cc159499c28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.12008",
    "kind": "arxiv",
    "version": 1
  }
}