Pith Number

pith:7XSJ2CHZ

pith:2024:7XSJ2CHZR7MOQVHQVBSWVZCMLD

not attested not anchored not stored refs pending

Large Scale Transfer Learning for Tabular Data via Language Modeling

Josh Gardner, Juan C. Perdomo, Ludwig Schmidt

arxiv:2406.12031 v2 · 2024-06-17 · cs.LG · cs.AI · 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{7XSJ2CHZR7MOQVHQVBSWVZCMLD}

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

8 papers in Pith

Automatic, Debiased, and Invariant Counterfactual Generation under General Interventions

LLMTabBench: Evaluating LLMs on Binary Tabular Classification From Zero to Few Shots

Semantic insurance pricing with large language models

Algorithmic Recourse of In-Context Learning for Tabular Data

TabICL: A Tabular Foundation Model for In-Context Learning on Large Data

Receipt and verification

First computed	2026-07-05T09:38:27.356120Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fde49d08f98fd8e854f0a8656ae44c58fa3804713c8dde1c04d6d0ce55d6c173

Aliases

arxiv: 2406.12031 · arxiv_version: 2406.12031v2 · doi: 10.48550/arxiv.2406.12031 · pith_short_12: 7XSJ2CHZR7MO · pith_short_16: 7XSJ2CHZR7MOQVHQ · pith_short_8: 7XSJ2CHZ

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/7XSJ2CHZR7MOQVHQVBSWVZCMLD \
  | 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: fde49d08f98fd8e854f0a8656ae44c58fa3804713c8dde1c04d6d0ce55d6c173

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3234e066eced14e42b817f93b929c3d9c52270a5d5b222972a52b1737e489498",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-17T18:58:20Z",
    "title_canon_sha256": "66f1467228386fb7eec4dd4f98aa466ba7f300f4f175bf2f74cea6b5560593fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.12031",
    "kind": "arxiv",
    "version": 2
  }
}