Pith Number

pith:3LJA53CZ

pith:2024:3LJA53CZZSXVWWZJ6E3YVX6HIN

not attested not anchored not stored refs pending

Large Language Models Can Automatically Engineer Features for Few-Shot Tabular Learning

Jinsung Yoon, Sercan O Arik, Sungwon Han, Tomas Pfister

arxiv:2404.09491 v2 · 2024-04-15 · cs.LG

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\usepackage{pith}
\pithnumber{3LJA53CZZSXVWWZJ6E3YVX6HIN}

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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

4 papers in Pith

TAROT: Task-Adaptive Refinement of LLM-prior Graphs for Few-shot Tabular Learning

Bridging Expert Knowledge and Automated Feature Engineering via Self-Evolution

LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers

FELA: A Multi-Agent Evolutionary System for Feature Engineering of Industrial Event Log Data

Receipt and verification

First computed	2026-07-05T08:15:47.744893Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dad20eec59ccaf5b5b29f1378adfc7437f0848305e35c2ade715834a4fa08ff7

Aliases

arxiv: 2404.09491 · arxiv_version: 2404.09491v2 · doi: 10.48550/arxiv.2404.09491 · pith_short_12: 3LJA53CZZSXV · pith_short_16: 3LJA53CZZSXVWWZJ · pith_short_8: 3LJA53CZ

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/3LJA53CZZSXVWWZJ6E3YVX6HIN \
  | 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: dad20eec59ccaf5b5b29f1378adfc7437f0848305e35c2ade715834a4fa08ff7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6240413c57ade8bbcc5cfbc36ccc8261b60806da680ca1de4910df673c52db24",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-15T06:26:08Z",
    "title_canon_sha256": "a9c5b532f7d6fe1936839faea046b9d10387e25c23890614d5f2e0a3b44ab679"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.09491",
    "kind": "arxiv",
    "version": 2
  }
}