Pith Number

pith:LGRRRFAK

pith:2024:LGRRRFAKTZP2NGQEJU5HE5IWHO

not attested not anchored not stored refs pending

A Review on Generative AI Models for Synthetic Medical Text, Time Series, and Longitudinal Data

Arash Gharehbaghi, Fatemeh Poursalim, Mehdi Asadi, Mohammad Loni

arxiv:2411.12274 v1 · 2024-11-19 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LGRRRFAKTZP2NGQEJU5HE5IWHO}

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	2026-07-05T09:37:43.635626Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59a318940a9e5fa69a044d3a7275163b988e1a7cc97b1f12ccf2385ea0f2b3e0

Aliases

arxiv: 2411.12274 · arxiv_version: 2411.12274v1 · doi: 10.48550/arxiv.2411.12274 · pith_short_12: LGRRRFAKTZP2 · pith_short_16: LGRRRFAKTZP2NGQE · pith_short_8: LGRRRFAK

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/LGRRRFAKTZP2NGQEJU5HE5IWHO \
  | 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: 59a318940a9e5fa69a044d3a7275163b988e1a7cc97b1f12ccf2385ea0f2b3e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "052a10aaf09ea430c4811c54598b704bc7856b244fca041563b0968d7ee35b11",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-19T06:53:54Z",
    "title_canon_sha256": "f7ecce459aaed9be4c3c445c08eeb28efdf64222b5a36f491e83297889b5fc97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12274",
    "kind": "arxiv",
    "version": 1
  }
}