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Found 4 papers, 4 papers with code
HPO X ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis
We identify a subset of BBOB problems that are close to the HPO problems in ELA feature space and show that optimizer performance is comparably similar on these two sets of benchmark problems.
MOLE: Digging Tunnels Through Multimodal Multi-Objective Landscapes
It is able to efficiently model and exploit LE sets in MMMOO problems.
To Boldly Show What No One Has Seen Before: A Dashboard for Visualizing Multi-objective Landscapes
Simultaneously visualizing the decision and objective space of continuous multi-objective optimization problems (MOPs) recently provided key contributions in understanding the structure of their landscapes.
One PLOT to Show Them All: Visualization of Efficient Sets in Multi-Objective Landscapes
Therefore, we build on the GFH approach but apply a new technique for approximating the location of locally efficient points and using the divergence of the multi-objective gradient vector field as a robust second-order condition.
