Pith Number

pith:4ZI6VPPN

pith:2024:4ZI6VPPN27MSSMTXQDL5WS2NWH

not attested not anchored not stored refs pending

How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data

Eleonora Giunchiglia, Maxime Cordy, Mihaela C\u{a}t\u{a}lina Stoian, Salijona Dyrmishi, Thomas Lukasiewicz

arxiv:2402.04823 v1 · 2024-02-07 · 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{4ZI6VPPN27MSSMTXQDL5WS2NWH}

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.

Receipt and verification

First computed	2026-07-05T07:42:33.049637Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e651eabdedd7d929327780d7db4b4db1f1c793f14cd4df05dc8bc39d5ef597bf

Aliases

arxiv: 2402.04823 · arxiv_version: 2402.04823v1 · doi: 10.48550/arxiv.2402.04823 · pith_short_12: 4ZI6VPPN27MS · pith_short_16: 4ZI6VPPN27MSSMTX · pith_short_8: 4ZI6VPPN

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/4ZI6VPPN27MSSMTXQDL5WS2NWH \
  | 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: e651eabdedd7d929327780d7db4b4db1f1c793f14cd4df05dc8bc39d5ef597bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "021266d19a3556ebaf9829e981457c72267fd2fafc631d0d8b0e440ef8deecc2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-07T13:22:05Z",
    "title_canon_sha256": "227472c85cf0c688cc14c45230856992880561963484c603404ca5fd3fb273e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04823",
    "kind": "arxiv",
    "version": 1
  }
}