Pith Number

pith:GKDRCX2K

pith:2025:GKDRCX2KU4UXO33O5N65J4RHKQ

not attested not anchored not stored refs pending

Exploring LLM Agents for Cleaning Tabular Machine Learning Datasets

Artur Dox, Christian Holz, Tommaso Bendinelli

arxiv:2503.06664 v1 · 2025-03-09 · 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{GKDRCX2KU4UXO33O5N65J4RHKQ}

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

4 papers in Pith

Trustworthy Self-Composable Big-Data-as-a-Service: An LLM-Orchestrated Multi-Agent Framework for Automated Data Engineering, AutoML, MLOps Deployment, and Drift-Aware Lifecycle Optimization

ProfiliTable: Profiling-Driven Tabular Data Processing via Agentic Workflows

Talking Trees: Reasoning-Assisted Induction of Decision Trees for Tabular Data

ProfiliTable: Profiling-Driven Tabular Data Processing via Agentic Workflows

Receipt and verification

First computed	2026-07-05T10:27:39.704755Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3287115f4aa729776f6eeb7dd4f227543375d1b49ae0536a05c565362bca8aa7

Aliases

arxiv: 2503.06664 · arxiv_version: 2503.06664v1 · doi: 10.48550/arxiv.2503.06664 · pith_short_12: GKDRCX2KU4UX · pith_short_16: GKDRCX2KU4UXO33O · pith_short_8: GKDRCX2K

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/GKDRCX2KU4UXO33O5N65J4RHKQ \
  | 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: 3287115f4aa729776f6eeb7dd4f227543375d1b49ae0536a05c565362bca8aa7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "16792f2ddd1f3f55a0015c4dff707f32782d1f5a03bfc0e7872fb75c8e738936",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-09T15:29:46Z",
    "title_canon_sha256": "67e2e4a522fea8454a8a4b521c5b229ccb1353e9739958dcf82946b4e5f25e7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06664",
    "kind": "arxiv",
    "version": 1
  }
}