Pith Number

pith:KS2K77ZJ

pith:2023:KS2K77ZJCRA7BPNSD4VXEMKSKT

not attested not anchored not stored refs pending

Natural Language-Based Synthetic Data Generation for Cluster Analysis

Michael J. Zellinger, Peter B\"uhlmann

arxiv:2303.14301 v4 · 2023-03-24 · cs.LG · stat.CO · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KS2K77ZJCRA7BPNSD4VXEMKSKT}

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	2026-07-05T10:15:41.248212Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54b4afff291441f0bdb21f2b72315254caa23b789b0784b270e05cae6656fa64

Aliases

arxiv: 2303.14301 · arxiv_version: 2303.14301v4 · doi: 10.48550/arxiv.2303.14301 · pith_short_12: KS2K77ZJCRA7 · pith_short_16: KS2K77ZJCRA7BPNS · pith_short_8: KS2K77ZJ

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/KS2K77ZJCRA7BPNSD4VXEMKSKT \
  | 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: 54b4afff291441f0bdb21f2b72315254caa23b789b0784b270e05cae6656fa64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50e99ed2d89b695c592c8e42bb38f7fdcb234621c7d4053785abdb72f036c442",
    "cross_cats_sorted": [
      "stat.CO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-24T23:45:27Z",
    "title_canon_sha256": "f50a562923fe041f31739b66e1f608859909e9fa77ef9b77a9bff6d70255ed76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.14301",
    "kind": "arxiv",
    "version": 4
  }
}