Pith Number

pith:GOTGYCX7

pith:2024:GOTGYCX7ZIPKBP2225JGWO2B2V

not attested not anchored not stored refs pending

SELA: Tree-Search Enhanced LLM Agents for Automated Machine Learning

Bangbang Liu, Bang Liu, Ceyao Zhang, Chenglin Wu, Duyi Pan, Guanghao Mei, Jacky Kwok, Sirui Hong, Tianqi Pang, Yaying Fei, Yizhang Lin, Yizhou Chi

arxiv:2410.17238 v1 · 2024-10-22 · cs.AI · cs.CL · cs.LG · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GOTGYCX7ZIPKBP2225JGWO2B2V}

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

9 papers in Pith

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

Learning the ARTS of Search for Automated Discovery

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

KompeteAI: Accelerated Autonomous Multi-Agent System for End-to-End Pipeline Generation for Machine Learning Problems

LLM-AutoDP: Automatic Data Processing via LLM Agents for Model Fine-tuning

Receipt and verification

First computed	2026-07-05T09:24:13.983972Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33a66c0affca1ea0bf5ad7526b3b41d551abb8af62f379acf9c10c67dd2bce82

Aliases

arxiv: 2410.17238 · arxiv_version: 2410.17238v1 · doi: 10.48550/arxiv.2410.17238 · pith_short_12: GOTGYCX7ZIPK · pith_short_16: GOTGYCX7ZIPKBP22 · pith_short_8: GOTGYCX7

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/GOTGYCX7ZIPKBP2225JGWO2B2V \
  | 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: 33a66c0affca1ea0bf5ad7526b3b41d551abb8af62f379acf9c10c67dd2bce82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c3639ad3358c20e9baf9822579194b8c6a675067c18542d6751cf7e628b4b75",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-22T17:56:08Z",
    "title_canon_sha256": "98904eb89e7e5d0d4aa80e2383f90cc6a56607fcdf04d7a392950e8efefbbb3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.17238",
    "kind": "arxiv",
    "version": 1
  }
}