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Related Questions
- How do acquisition functions handle exploration-exploitation trade-offs in non-convex optimization problems?
- What are some common pitfalls in designing acquisition functions for non-convex optimization problems, and how can they be addressed?
- Can you explain the concept of uncertainty-aware acquisition functions and their role in non-convex optimization?
- How do acquisition functions adapt to changing landscapes in non-convex optimization problems with multiple local optima?
- What are some strategies for improving the robustness of acquisition functions to noise and outliers in non-convex optimization?
- Can you discuss the relationship between acquisition functions and surrogate models in non-convex optimization, and how they impact performance?
- What are some recent advances in acquisition function design for non-convex optimization problems, and how can they be applied in practice?
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