Pith Number

pith:MWLHG6BW

pith:2025:MWLHG6BWACY7PXSGVDJOAMI6OI

not attested not anchored not stored refs pending

Tab2Visual: Overcoming Limited Data in Tabular Data Classification Using Deep Learning with Visual Representations

Ahmed Mamdouh, Moumen El-Melegy, Ron Kikinis, Samia Ali

arxiv:2502.07181 v1 · 2025-02-11 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{MWLHG6BWACY7PXSGVDJOAMI6OI}

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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

1 paper in Pith

Representation Learning for Tabular Data: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T10:12:33.969223Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

659673783600b1f7de46a8d2e0311e723fea00ab7b8bd0bd0ad0117152b5d0ac

Aliases

arxiv: 2502.07181 · arxiv_version: 2502.07181v1 · doi: 10.48550/arxiv.2502.07181 · pith_short_12: MWLHG6BWACY7 · pith_short_16: MWLHG6BWACY7PXSG · pith_short_8: MWLHG6BW

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/MWLHG6BWACY7PXSGVDJOAMI6OI \
  | 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: 659673783600b1f7de46a8d2e0311e723fea00ab7b8bd0bd0ad0117152b5d0ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d0886011890977acb205daf35bc6e9ab2b739ecdcc222b671eff770801afe50",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-11T02:12:29Z",
    "title_canon_sha256": "2f3f2d0273f47f42eec4c514869af1e62ce7895338c777ced7193d47e9a70eee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07181",
    "kind": "arxiv",
    "version": 1
  }
}