Pith Number

pith:A327T5X5

pith:2025:A327T5X56FW2HPTIT26CHSAPE6

not attested not anchored not stored refs pending

Not All Features Deserve Attention: Graph-Guided Dependency Learning for Tabular Data Generation with Language Models

Bardh Prenkaj, Gjergji Kasneci, Shuo Yang, Zheyu Zhang

arxiv:2507.18504 v2 · 2025-07-24 · cs.CL · 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{A327T5X56FW2HPTIT26CHSAPE6}

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

Attributes as Textual Genes: Leveraging LLMs as Genetic Algorithm Simulators for Conditional Synthetic Data Generation

Receipt and verification

First computed	2026-07-05T12:06:49.070284Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06f5f9f6fdf16da3be689ebc23c80f27a153d9445aa4e6be9546e1083f3d62dc

Aliases

arxiv: 2507.18504 · arxiv_version: 2507.18504v2 · doi: 10.48550/arxiv.2507.18504 · pith_short_12: A327T5X56FW2 · pith_short_16: A327T5X56FW2HPTI · pith_short_8: A327T5X5

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/A327T5X56FW2HPTIT26CHSAPE6 \
  | 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: 06f5f9f6fdf16da3be689ebc23c80f27a153d9445aa4e6be9546e1083f3d62dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd7c66d96bbabb2336a64bea43d33d733d56959718c6f0c3574d0b91f4f94631",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-24T15:22:27Z",
    "title_canon_sha256": "aa02f386ecd0ff20aa5d0986667fa9b0cd5b3d07acda9a338f077b86a4f9e537"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.18504",
    "kind": "arxiv",
    "version": 2
  }
}