Pith Number

pith:YHHKER3Z

pith:2024:YHHKER3ZFMRQ4LIGMMWZFKDCOM

not attested not anchored not stored refs pending

Tabular Data Augmentation for Machine Learning: Progress and Prospects of Embracing Generative AI

Gang Chen, Huan Li, Ke Chen, Lidan Shou, Lingxi Cui

arxiv:2407.21523 v1 · 2024-07-31 · cs.LG · cs.AI · cs.DB

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YHHKER3ZFMRQ4LIGMMWZFKDCOM}

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

3 papers in Pith

Diffusion and Flow Matching Models for Tabular Data: A Survey

In-Context Decision Making for Optimizing Complex AutoML Pipelines

Active Tabular Augmentation via Policy-Guided Diffusion Inpainting

Receipt and verification

First computed	2026-07-05T08:50:40.293409Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1cea247792b230e2d06632d92a8627304f2384d62b52fb78d1b9ced0fa68724

Aliases

arxiv: 2407.21523 · arxiv_version: 2407.21523v1 · doi: 10.48550/arxiv.2407.21523 · pith_short_12: YHHKER3ZFMRQ · pith_short_16: YHHKER3ZFMRQ4LIG · pith_short_8: YHHKER3Z

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/YHHKER3ZFMRQ4LIGMMWZFKDCOM \
  | 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: c1cea247792b230e2d06632d92a8627304f2384d62b52fb78d1b9ced0fa68724

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bfc6350adac978400f7fd3b3912907608c02e6dfc9c4f93eb96c41447a06e594",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DB"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-31T10:56:20Z",
    "title_canon_sha256": "5b78c399df119e03b73f77bbeea374359ad4c00f4b3fc814918c0698a2f22957"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.21523",
    "kind": "arxiv",
    "version": 1
  }
}