Pith Number

pith:SBP4C5ZO

pith:2024:SBP4C5ZOCV7DNLRSIOSNQ7XPDS

not attested not anchored not stored refs pending

Enhancing Tabular Data Optimization with a Flexible Graph-based Reinforced Exploration Strategy

Dongjie Wang, Haowei Zhu, Meng Xiao, Min Wu, Qingqing Long, Xiaohan Huang, Yuanchun Zhou, Zhiyuan Ning, Ziyue Qiao

arxiv:2406.07404 v1 · 2024-06-11 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SBP4C5ZOCV7DNLRSIOSNQ7XPDS}

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

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

Receipt and verification

First computed	2026-07-05T08:30:23.023975Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

905fc1772e157e36ae3243a4d87eef1c83e6a6adcbfc67b93e41086f713d9e1f

Aliases

arxiv: 2406.07404 · arxiv_version: 2406.07404v1 · doi: 10.48550/arxiv.2406.07404 · pith_short_12: SBP4C5ZOCV7D · pith_short_16: SBP4C5ZOCV7DNLRS · pith_short_8: SBP4C5ZO

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/SBP4C5ZOCV7DNLRSIOSNQ7XPDS \
  | 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: 905fc1772e157e36ae3243a4d87eef1c83e6a6adcbfc67b93e41086f713d9e1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "57dc63871aa20f0367a89adbbe6c50b431254e4218edf71a9b1c728550fa3057",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-11T16:10:37Z",
    "title_canon_sha256": "4f757779bce70da6dbb4559b20bc8542ba400c5df541abd08caa7d257a0078b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.07404",
    "kind": "arxiv",
    "version": 1
  }
}