Pith Number

pith:GVBPPTUS

pith:2022:GVBPPTUSKMMS6V3NI6W64ESNBN

not attested not anchored not stored refs pending

Why do tree-based models still outperform deep learning on tabular data?

CNRS), Edouard Oyallon (ISIR, Ga\"el Varoquaux (SODA), L\'eo Grinsztajn (SODA)

arxiv:2207.08815 v1 · 2022-07-18 · cs.LG · cs.AI · stat.ME · stat.ML

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\usepackage{pith}
\pithnumber{GVBPPTUSKMMS6V3NI6W64ESNBN}

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Record completeness

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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

24 papers in Pith

Weakly supervised machine learning for model-agnostic searches of new phenomena in the $\gamma$-ray sky

Modelling convective cell occurrence in proximity to cold fronts using extreme gradient boosting

Solve for the Hyperparameter, Skip the Search: Kolmogorov-Optimal Scaling Laws for Spline Regression

When, Where, and How: Adaptive Binning for Tabular Self-Supervised Learning

LimiX-2M: Mitigating Low-Rank Collapse and Attention Bottlenecks in Tabular Foundation Models

Receipt and verification

First computed	2026-07-05T04:41:13.831127Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3542f7ce9253192f576d47adee124d0b550d7c8048b628e8440590241a9962f7

Aliases

arxiv: 2207.08815 · arxiv_version: 2207.08815v1 · doi: 10.48550/arxiv.2207.08815 · pith_short_12: GVBPPTUSKMMS · pith_short_16: GVBPPTUSKMMS6V3N · pith_short_8: GVBPPTUS

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/GVBPPTUSKMMS6V3NI6W64ESNBN \
  | 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: 3542f7ce9253192f576d47adee124d0b550d7c8048b628e8440590241a9962f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4531342407b0c6bd192b2ea78d60d197819f5f95818cca735cc07c68e7623676",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-18T08:36:08Z",
    "title_canon_sha256": "ef56744e3b9e53ad6acf7eb210992ad38ad1b7ac5ff95fd5ba21d42512208fe7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.08815",
    "kind": "arxiv",
    "version": 1
  }
}