LACE: Code and Data Supplement for Evolving Executable Pipeline Programs for AutoML with Language Models

Zenodo (CERN European Organization for Nuclear Research)

Abstract

This record contains the code and data accompanying the paper “Evolving Executable Pipeline Programs for AutoML with Language Models.” The archive includes the LACE implementation, compatible runtime source subsets for LLaMEA and IOHblade, scripts for reproducing the benchmark, search-dynamics, TabPFN-ablation, and violation-sensitivity analyses, official-test scores, paper-numbered aggregate tables, a catalog of selected generated pipelines for 68 OpenML tasks, and a standalone editable pipeline example.

Authors 4

1. Sofoklis Kitharidis Aachen

   Leiden University

   Affiliation as printed

   Leiden University

2. Bas van Stein Aachen

   Leiden University

   Affiliation as printed

   Leiden University

3. Cor J. Veenman
4. Jan N. van Rijn Aachen

   Leiden University

   Affiliation as printed

   Leiden University