Pith Number

pith:77ULOZN6

pith:2025:77ULOZN66U2XGCDFVF24BJYUSI

not attested not anchored not stored refs pending

Risk In Context: Benchmarking Privacy Leakage of Foundation Models in Synthetic Tabular Data Generation

Guang Cheng, Jessup Byun, Joshua Ward, Xiaofeng Lin

arxiv:2507.17066 v1 · 2025-07-22 · 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{77ULOZN66U2XGCDFVF24BJYUSI}

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

Privacy Vulnerabilities of Attention Layers in Tabular Foundation Models and Protection of High-Risk Queries

Beyond IID: How General Are Tabular Foundation Models, Really?

When Tables Leak: Attacking String Memorization in LLM-Based Tabular Data Generation

Receipt and verification

First computed	2026-07-05T11:42:01.050130Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ffe8b765bef535730865a975c0a7149212d4891bb66750c3b284f7dbbf7a72f0

Aliases

arxiv: 2507.17066 · arxiv_version: 2507.17066v1 · doi: 10.48550/arxiv.2507.17066 · pith_short_12: 77ULOZN66U2X · pith_short_16: 77ULOZN66U2XGCDF · pith_short_8: 77ULOZN6

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/77ULOZN66U2XGCDFVF24BJYUSI \
  | 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: ffe8b765bef535730865a975c0a7149212d4891bb66750c3b284f7dbbf7a72f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6d47f2898311aa78d1da088780be9d981c9a63b4219163a0ce98028341cdbe1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-22T22:59:08Z",
    "title_canon_sha256": "8b82b73ba25cffe5279bc3b1a643f741d8252f0de1ef568aa81c228d4451ca86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.17066",
    "kind": "arxiv",
    "version": 1
  }
}