Pith Number

pith:RYZR4ZC2

pith:2022:RYZR4ZC2FFHC522L32GTBYI4NQ

not attested not anchored not stored refs pending

A review of Generative Adversarial Networks for Electronic Health Records: applications, evaluation measures and data sources

Ghadeer Ghosheh, Jin Li, Tingting Zhu

arxiv:2203.07018 v2 · 2022-03-14 · 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{RYZR4ZC2FFHC522L32GTBYI4NQ}

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

1 paper in Pith

Imputation of Longitudinal Data Using GANs: Challenges and Implications for Classification

Receipt and verification

First computed	2026-07-05T07:32:14.856252Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e331e645a294e2eeb4bde8d30e11c6c39dab3b4bd44e102ad52760623c2fc3c

Aliases

arxiv: 2203.07018 · arxiv_version: 2203.07018v2 · doi: 10.48550/arxiv.2203.07018 · pith_short_12: RYZR4ZC2FFHC · pith_short_16: RYZR4ZC2FFHC522L · pith_short_8: RYZR4ZC2

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/RYZR4ZC2FFHC522L32GTBYI4NQ \
  | 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: 8e331e645a294e2eeb4bde8d30e11c6c39dab3b4bd44e102ad52760623c2fc3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f0b5df567cc631e1272bab16ed02694b95162702e6b35328391707d71604406",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-14T11:56:47Z",
    "title_canon_sha256": "8952d098701839f16001f1289ed7d7c19f07685dd5718ee9ed5c0c522e745c53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.07018",
    "kind": "arxiv",
    "version": 2
  }
}