Pith Number

pith:KZEKHK4A

pith:2024:KZEKHK4AQBS6FOC3IRURPEKJTL

not attested not anchored not stored refs pending

AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML

Patara Trirat, Sung Ju Hwang, Wonyong Jeong

arxiv:2410.02958 v2 · 2024-10-03 · cs.LG · cs.AI · cs.CL · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KZEKHK4AQBS6FOC3IRURPEKJTL}

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

13 papers in Pith

Agentic AutoResearch forSpace Autonomy: An Auditable, LLM-Driven Research Agent for Aerospace Control Problems

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

VTOS: Learning to Orchestrate Vision Tools by Co-Searching Solutions and Observers

TusoAI: Agentic Optimization for Scientific Methods

Receipt and verification

First computed	2026-07-05T11:16:51.601828Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5648a3ab808065e2b85b44691791499ad703a457dfc09f08b7e812a13945dbaa

Aliases

arxiv: 2410.02958 · arxiv_version: 2410.02958v2 · doi: 10.48550/arxiv.2410.02958 · pith_short_12: KZEKHK4AQBS6 · pith_short_16: KZEKHK4AQBS6FOC3 · pith_short_8: KZEKHK4A

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/KZEKHK4AQBS6FOC3IRURPEKJTL \
  | 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: 5648a3ab808065e2b85b44691791499ad703a457dfc09f08b7e812a13945dbaa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b39bb2265624305b17cdfa11cefd0ab2edaf01be03f90ce4c3084a802e80af87",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-03T20:01:09Z",
    "title_canon_sha256": "ac65e3efe385c75da395960c1f615a331bba9d30401ed151d361cdb3ff25490a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02958",
    "kind": "arxiv",
    "version": 2
  }
}