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Just curious? It looks like botorch can cover bofire?
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Due to the way we implemented surrogates, i.e., by associating the sampling routines to each surrogate. We incurred a new problem: when we use these surrogates in the context of SBO (Surrogate Based O…
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### Question
Dear Research Community,
I am working on a project aimed at optimizing parameter values for a mechanical system to achieve the best possible outcomes. The system only allows one set…
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Architecture Optimization - Search Strategy - Search Policy
# Reference
# Brief
Architecture Optimization | Description | Examples
-- | -- | --
Random & Gird Search |
EA - Evolutionar…
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As far as I understand:
- Bayesian Optimization is available in tidymodels - tune using the function `tune_bayes`, and
- the `tune_bayes` function uses `GPfit::GP_fit()` to fit a Gaussian Process a…
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This issue is intended to document and consolidate our discussions regarding the main features that AutoEmulate offers in order to achieve its goal: "to replace simulations with fast, accurate emulato…
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Hi,
I'm evaluating the capabilities of SMT to perform surrogate based global optimization. The problem consists of optimization of a black-box function having mixed variables (continuous-7 and disc…
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There is very little information in documentation so based on source code it seems to me there are such option to control optimization process (all from https://github.com/PKU-DAIR/open-box/blob/96841…
rmrmg updated
6 months ago
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Superpowers:
1. Enhance exploration efficiency by dynamically adjusting the exploration parameter based on optimization progress.
2.Upgrade surrogate models to automatically adapt complexity, incorp…
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1. Description
Plot in sample R2 for at the respective iteration (using all observations up to current iteration)
2. Open topics