Pith Number

pith:GHUAI744

pith:2024:GHUAI744USNAIIE5IS3ZTI5IWS

not attested not anchored not stored refs pending

Data Interpreter: An LLM Agent For Data Science

Bangbang Liu, Bang Liu, Binhao Wu, Ceyao Zhang, Chenglin Wu, Chenxing Wei, Danyang Li, Jiaqi Chen, Jiayi Zhang, Jinlin Wang, Lingyao Zhang, Li Zhang, Mingchen Zhuge, Min Yang, Sirui Hong, Taicheng Guo, Tuo Zhou, Wei Tao, Xiangru Tang, Xiangtao Lu, Xiawu Zheng, Xinbing Liang, Yaying Fei, Yizhang Lin, Yuheng Cheng, Zhibin Gou, Zongze Xu

arxiv:2402.18679 v4 · 2024-02-28 · cs.AI · 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{GHUAI744USNAIIE5IS3ZTI5IWS}

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

16 papers in Pith

ASAP: Agent-System Co-Design for Wall-Clock-Centered Auto HPO Research for ML Experiments

Agents That Know Too Much: A Data-Centric Survey of Privacy in LLM Agents

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

OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation

GRACE-DS: a Guarded Reward-guided Agent Correction Environment in Data Science

Receipt and verification

First computed	2026-07-05T09:20:40.819646Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31e8047f9ca49a04209d44b799a3a8b48ea34fad4736b6ebb9aac9d186ded778

Aliases

arxiv: 2402.18679 · arxiv_version: 2402.18679v4 · doi: 10.48550/arxiv.2402.18679 · pith_short_12: GHUAI744USNA · pith_short_16: GHUAI744USNAIIE5 · pith_short_8: GHUAI744

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/GHUAI744USNAIIE5IS3ZTI5IWS \
  | 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: 31e8047f9ca49a04209d44b799a3a8b48ea34fad4736b6ebb9aac9d186ded778

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "abcc7e7331df8c4c4054cd1168f277f40f519620081a0d8b4ba2c02615bcacca",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-02-28T19:49:55Z",
    "title_canon_sha256": "ddf726c4ec1e8feb99199f2dc2b7f92644d075d82bdecaa4d93d1a5f5d16cecb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.18679",
    "kind": "arxiv",
    "version": 4
  }
}