Pith Number

pith:W7CX3EQA

pith:2022:W7CX3EQAZ6IEDT4QGR7XV6XVHA

not attested not anchored not stored refs pending

Comparing Synthetic Tabular Data Generation Between a Probabilistic Model and a Deep Learning Model for Education Use Cases

Benjamin Rosman, Herkulaas MvE Combrink, Vukosi Marivate

arxiv:2210.08528 v1 · 2022-10-16 · 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{W7CX3EQAZ6IEDT4QGR7XV6XVHA}

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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

1 paper in Pith

Synthetic Data in Education: Empirical Insights from Traditional Resampling and Deep Generative Models

Receipt and verification

First computed	2026-07-05T05:07:12.105073Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7c57d9200cf9041cf90347f7afaf5381a93e51201f077f720b205042230c420

Aliases

arxiv: 2210.08528 · arxiv_version: 2210.08528v1 · doi: 10.48550/arxiv.2210.08528 · pith_short_12: W7CX3EQAZ6IE · pith_short_16: W7CX3EQAZ6IEDT4Q · pith_short_8: W7CX3EQA

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/W7CX3EQAZ6IEDT4QGR7XV6XVHA \
  | 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: b7c57d9200cf9041cf90347f7afaf5381a93e51201f077f720b205042230c420

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1cdc514b9501ff3183e137895488f6f80eb1981cfbf5cb30200acd8fb283c766",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-16T13:21:23Z",
    "title_canon_sha256": "bb8e85f3fd5938518818e02344de93dc95da4395f7caa6de6596e05945c60beb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.08528",
    "kind": "arxiv",
    "version": 1
  }
}