Pith Number

pith:7W3KDTBL

pith:2024:7W3KDTBL7NVQVIKPLIWZA7ZLLI

not attested not anchored not stored refs pending

Tabular Data Contrastive Learning via Class-Conditioned and Feature-Correlation Based Augmentation

Junwei Ma, Keyvan Golestan, Rasa Hosseinzadeh, Tongzi Wu, Wei Cui, Yi Sui

arxiv:2404.17489 v2 · 2024-04-26 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{7W3KDTBL7NVQVIKPLIWZA7ZLLI}

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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

2 papers in Pith

In-Context Decision Making for Optimizing Complex AutoML Pipelines

Evaluating Tabular Representation Learning for Network Intrusion Detection

Receipt and verification

First computed	2026-07-05T08:13:34.084915Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fdb6a1cc2bfb6b0aa14f5a2d907f2b5a24ac4325a596d5c6ee74eb92fbaeeae9

Aliases

arxiv: 2404.17489 · arxiv_version: 2404.17489v2 · doi: 10.48550/arxiv.2404.17489 · pith_short_12: 7W3KDTBL7NVQ · pith_short_16: 7W3KDTBL7NVQVIKP · pith_short_8: 7W3KDTBL

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/7W3KDTBL7NVQVIKPLIWZA7ZLLI \
  | 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: fdb6a1cc2bfb6b0aa14f5a2d907f2b5a24ac4325a596d5c6ee74eb92fbaeeae9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be92f5539a13c96d4d58dc2f4713a3820004427b3d8a883258a8aefb1337a47b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-26T15:43:49Z",
    "title_canon_sha256": "36e57157eabab66935fca04d8f9f84c0af17fc67b235421ce496cf85fc8a2130"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.17489",
    "kind": "arxiv",
    "version": 2
  }
}