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[AISTATS-2025] High Dimensional Bayesian Optimization using Lasso Variable Selection

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Name		Name	Last commit message	Last commit date
Latest commit History 17 Commits
baseline		baseline
benchmark		benchmark
inner_optimizer		inner_optimizer
LassoBO.py		LassoBO.py
README.md		README.md
bash.sh		bash.sh

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[AISTATS 2025] High Dimensional Bayesian Optimization using Lasso Variable Selection

Requirements

Ubuntu == 18.04
Python == 3.8.8
PyTorch == 1.10.1
ax == 0.2.2
BoTorch == 0.5.1
cma == 3.1.0

Usage

Run bash bash.sh to evaluate LassoBO and other baselines

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[AISTATS-2025] High Dimensional Bayesian Optimization using Lasso Variable Selection

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