Pith Number

pith:ZUEB7VGE

pith:2024:ZUEB7VGEQ4WCOIPWFLM2UMJIG7

not attested not anchored not stored refs pending

Large Language Models for Constructing and Optimizing Machine Learning Workflows: A Survey

Haoran Fan, Hengyu You, Jian Cao, Muran Yu, Shiyou Qian, Yang Gu

arxiv:2411.10478 v2 · 2024-11-11 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZUEB7VGEQ4WCOIPWFLM2UMJIG7}

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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

2 papers in Pith

AutoSurrogate: An LLM-Driven Multi-Agent Framework for Autonomous Construction of Deep Learning Surrogate Models in Subsurface Flow

Memory-Augmented LLM-based Multi-Agent System for Automated Feature Generation on Tabular Data

Receipt and verification

First computed	2026-07-05T09:54:05.790914Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd081fd4c4872c2721f62ad9aa312837eacb09e97b1d86c0dcf6e6f1ab37f6e5

Aliases

arxiv: 2411.10478 · arxiv_version: 2411.10478v2 · doi: 10.48550/arxiv.2411.10478 · pith_short_12: ZUEB7VGEQ4WC · pith_short_16: ZUEB7VGEQ4WCOIPW · pith_short_8: ZUEB7VGE

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/ZUEB7VGEQ4WCOIPWFLM2UMJIG7 \
  | 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: cd081fd4c4872c2721f62ad9aa312837eacb09e97b1d86c0dcf6e6f1ab37f6e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53525f62a1272d5cae7cbcc7a78861ef2066a76329a7a7cd3a4d35925e5a6a91",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-11T21:54:26Z",
    "title_canon_sha256": "4b7388f4ae5a05cbdd14c5d7489436000754d21fb9d22cd74abad736ae97381f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10478",
    "kind": "arxiv",
    "version": 2
  }
}