AINeutralarXiv – CS AI · 7h ago6/10
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c-TPE: Tree-structured Parzen Estimator with Inequality Constraints for Expensive Hyperparameter Optimization
Researchers propose c-TPE, an enhanced Bayesian optimization method that extends the Tree-structured Parzen Estimator to handle inequality constraints in hyperparameter optimization. The method addresses practical real-world limitations like memory and latency constraints while maintaining strong performance, demonstrating superiority over existing approaches across 81 expensive optimization problems.