Pith Number

pith:ZWYL2XTT

pith:2021:ZWYL2XTTLZP7C7SJXLRYXDXL7Q

not attested not anchored not stored refs pending

SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training

Avi Schwarzschild, C. Bayan Bruss, Gowthami Somepalli, Micah Goldblum, Tom Goldstein

arxiv:2106.01342 v1 · 2021-06-02 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZWYL2XTTLZP7C7SJXLRYXDXL7Q}

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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

19 papers in Pith

TRL-Bench: Standardizing Cross-Paradigm Representation-Level Evaluation of Tabular Encoders

RowNet: A Memory Transformer for Tabular Regression

The Case for Model Science: Verify, Explore, Steer, Refine

Mitigating Label Shift in Tabular In-Context Learning via Test-Time Posterior Adjustment

RelPrism: A Multi-Faceted Pre-training Framework with Self-Generated Tasks for Relational Databases

Receipt and verification

First computed	2026-07-05T02:45:46.703244Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cdb0bd5e735e5ff17e49bae38b8eebfc128571cd8d9e194e25807fddafb5333e

Aliases

arxiv: 2106.01342 · arxiv_version: 2106.01342v1 · doi: 10.48550/arxiv.2106.01342 · pith_short_12: ZWYL2XTTLZP7 · pith_short_16: ZWYL2XTTLZP7C7SJ · pith_short_8: ZWYL2XTT

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/ZWYL2XTTLZP7C7SJXLRYXDXL7Q \
  | 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: cdb0bd5e735e5ff17e49bae38b8eebfc128571cd8d9e194e25807fddafb5333e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34b56a162b06b5aa2ef600b2adc52ec345a96270e395616df5a58a2c44d70104",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-02T17:51:05Z",
    "title_canon_sha256": "48824777b04b53182b8063b2b81d1b6ebe0ea26b1662e465a494a323b6db6c71"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.01342",
    "kind": "arxiv",
    "version": 1
  }
}