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META-SMGO-∆: similarity as a prior in black-box optimization
The dataset Dmeta is constructed by optimizing M functions, that are similar to the one we aim at optimizing. -
IOHprofiler: A Benchmarking and Profiling Tool for Iterative Optimization Heuri...
IOHprofiler is a tool for analyzing and comparing iterative optimization heuristics. It provides statistical evaluations of the algorithms' performance by means of the... -
OptimSuite
A broad benchmark suite for black-box optimization, covering a wide range of problems, including academic benchmarks, real-world applications, and discrete optimization problems. -
Experimental Results
The authors evaluate the performance of their proposed conformal prediction methods for multistep feedback covariate shift (MFCS) on synthetic black-box optimization and active... -
Design-Bench
The Design-Bench dataset is a suite of offline black-box optimization tasks. It contains 6 high-dimensional real-world tasks, including D'Kitty, Ant, TFBind8, TFBind10,... -
BBOB suite
The BBOB suite is a collection of 24 noise-free real-parameter single objective optimization problems of different landscape complexity. -
Improving NGOpt through Automated Algorithm Configuration
Algorithm selection wizard for black-box optimization, using automated algorithm configuration methods