Pith Number

pith:IEJTJ6GW

pith:2025:IEJTJ6GWQF5L3DRBQSL4ARXPPX

not attested not anchored not stored refs pending

A Survey on Data-Centric AI: Tabular Learning from Reinforcement Learning and Generative AI Perspective

Arun Vignesh Malarkkan, Cong Wei, Denghui Zhang, Dongjie Wang, Haoyue Bai, Nanxu Gong, Sixun Dong, Wangyang Ying, Xinyuan Wang, Yanjie Fu

arxiv:2502.08828 v2 · 2025-02-12 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IEJTJ6GWQF5L3DRBQSL4ARXPPX}

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

DELTA: Variational Disentangled Learning for Privacy-Preserving Data Reprogramming

Receipt and verification

First computed	2026-07-05T10:14:51.431383Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

411334f8d6817abd8e218497c046ef7dd91c1c25f7bbab8457e61efe95e7f0c8

Aliases

arxiv: 2502.08828 · arxiv_version: 2502.08828v2 · doi: 10.48550/arxiv.2502.08828 · pith_short_12: IEJTJ6GWQF5L · pith_short_16: IEJTJ6GWQF5L3DRB · pith_short_8: IEJTJ6GW

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/IEJTJ6GWQF5L3DRBQSL4ARXPPX \
  | 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: 411334f8d6817abd8e218497c046ef7dd91c1c25f7bbab8457e61efe95e7f0c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e25ac639e0d4da839457ccc5f00ca85c95dd45758ee3d211e2f68b8ff8a498b7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-12T22:34:50Z",
    "title_canon_sha256": "9f7203f0afb655d1c9670e415e1b3423cd38803b874821d35761da3b4a146c8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08828",
    "kind": "arxiv",
    "version": 2
  }
}