Pith Number

pith:2VBNAESY

pith:2024:2VBNAESYNZSMK2AFAJSXP3DOE7

not attested not anchored not stored refs pending

Improving Equity in Health Modeling with GPT4-Turbo Generated Synthetic Data: A Comparative Study

Arshana Welivita, Daniel Smolyak, Margr\'et V. Bjarnad\'ottir, Ritu Agarwal

arxiv:2412.16335 v1 · 2024-12-20 · cs.LG · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2VBNAESYNZSMK2AFAJSXP3DOE7}

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	2026-07-05T09:53:10.208907Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d542d012586e64c56805026577ec6e27e4ab743e4364a4ca1bb42b498a72b628

Aliases

arxiv: 2412.16335 · arxiv_version: 2412.16335v1 · doi: 10.48550/arxiv.2412.16335 · pith_short_12: 2VBNAESYNZSM · pith_short_16: 2VBNAESYNZSMK2AF · pith_short_8: 2VBNAESY

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/2VBNAESYNZSMK2AFAJSXP3DOE7 \
  | 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: d542d012586e64c56805026577ec6e27e4ab743e4364a4ca1bb42b498a72b628

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4fc0a88b14b988e8bbd2d15357763a16a67ae48a24c8ba6afb85f64ec319726c",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-20T20:49:17Z",
    "title_canon_sha256": "8ae8113813c67099c21ed6f2fbdc4f0f896cef362e8f7557247d98a6e06c0a67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16335",
    "kind": "arxiv",
    "version": 1
  }
}