Pith Number

pith:DN4PKUTH

pith:2022:DN4PKUTH2XDR3OOEEXMP747UZL

not attested not anchored not stored refs pending

Language Models are Realistic Tabular Data Generators

Gjergji Kasneci, Kathrin Se{\ss}ler, Martin Pawelczyk, Tobias Leemann, Vadim Borisov

arxiv:2210.06280 v2 · 2022-10-12 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DN4PKUTH2XDR3OOEEXMP747UZL}

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

13 papers in Pith

PSyGenTAB: A Privacy-Preserving Framework for Synthetic Clinical Tabular Data Generation via Constrained Optimization

Categorical Prior Lock-in: Why In-Context Learning Fails for Structured Data

Creating Artificial Students that Never Existed: Leveraging Large Language Models and CTGANs for Synthetic Data Generation

Evaluating Inter-Column Logical Relationships in Synthetic Tabular Data Generation

Concordia: Self-Improving Synthetic Tables for Federated LLMs

Receipt and verification

First computed	2026-07-05T06:03:25.837302Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b78f55267d5c71db9c425d8fff3f4cad4f4a30b8209aab267ddaef149a53070

Aliases

arxiv: 2210.06280 · arxiv_version: 2210.06280v2 · doi: 10.48550/arxiv.2210.06280 · pith_short_12: DN4PKUTH2XDR · pith_short_16: DN4PKUTH2XDR3OOE · pith_short_8: DN4PKUTH

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/DN4PKUTH2XDR3OOEEXMP747UZL \
  | 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: 1b78f55267d5c71db9c425d8fff3f4cad4f4a30b8209aab267ddaef149a53070

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "95dd1a40c36b95e9ba2713831959e654b86edf275716cc2c20d5240dadb4f127",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-12T15:03:28Z",
    "title_canon_sha256": "203b38cae19055448d3dac4fd3e186e0c1773561583619673b60c4393865171e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.06280",
    "kind": "arxiv",
    "version": 2
  }
}