Pith Number

pith:TZE2UZOR

pith:2023:TZE2UZORYV6Y3L3WDR5T3JBVMP

not attested not anchored not stored refs pending

From Supervised to Generative: A Novel Paradigm for Tabular Deep Learning with Large Language Models

Han Zhang, Jiang Bian, Shun Zheng, Wei Xu, Xumeng Wen

arxiv:2310.07338 v4 · 2023-10-11 · 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{TZE2UZORYV6Y3L3WDR5T3JBVMP}

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

Semantic insurance pricing with large language models

Receipt and verification

First computed	2026-07-05T08:42:30.650037Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e49aa65d1c57d8daf761c7b3da43563e9e3dd286a378bd7b84e26bbb942c3c2

Aliases

arxiv: 2310.07338 · arxiv_version: 2310.07338v4 · doi: 10.48550/arxiv.2310.07338 · pith_short_12: TZE2UZORYV6Y · pith_short_16: TZE2UZORYV6Y3L3W · pith_short_8: TZE2UZOR

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/TZE2UZORYV6Y3L3WDR5T3JBVMP \
  | 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: 9e49aa65d1c57d8daf761c7b3da43563e9e3dd286a378bd7b84e26bbb942c3c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7feaea59b73d53cb907d6d4afcbfc4f1aa8950c69f4ce70a560832758e938195",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-11T09:37:38Z",
    "title_canon_sha256": "49a0aa60094cb69e2a6e8017e5b1a82376d32316caeaa7e0eb08058ee90a594d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.07338",
    "kind": "arxiv",
    "version": 4
  }
}