Pith Number

pith:VTBN37OD

pith:2023:VTBN37ODQEHQHOSRU37G6KJ5NB

not attested not anchored not stored refs pending

When Do Neural Nets Outperform Boosted Trees on Tabular Data?

Benjamin Feuer, Chinmay Hegde, Colin White, Duncan McElfresh, Ganesh Ramakrishnan, Jonathan Valverde, Micah Goldblum, Sujay Khandagale, Vishak Prasad C

arxiv:2305.02997 v4 · 2023-05-04 · cs.LG · cs.AI · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VTBN37ODQEHQHOSRU37G6KJ5NB}

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

Regime-Conditioned Evaluation in Multi-Context Bayesian Optimization

Receipt and verification

First computed	2026-07-05T08:44:08.725468Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

acc2ddfdc3810f03ba51a6fe6f293d686678e13484a230756d16657ed5921f31

Aliases

arxiv: 2305.02997 · arxiv_version: 2305.02997v4 · doi: 10.48550/arxiv.2305.02997 · pith_short_12: VTBN37ODQEHQ · pith_short_16: VTBN37ODQEHQHOSR · pith_short_8: VTBN37OD

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/VTBN37ODQEHQHOSRU37G6KJ5NB \
  | 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: acc2ddfdc3810f03ba51a6fe6f293d686678e13484a230756d16657ed5921f31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "648b773486e6308ff1873fd2fef927110aafe2d048d0bc693aa61276086bab05",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-04T17:04:41Z",
    "title_canon_sha256": "2bd841e9701064a7d64dd493896d12a0a2190515e6129e811d8ccb086b4f4943"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.02997",
    "kind": "arxiv",
    "version": 4
  }
}