ConceptPareto前沿
Speed-Performance Pareto Frontier
A visualization tool for assessing the trade-off between speed and performance of optimization algorithms. It displays the set of algorithms that achieve the best performance at a given speed or the fastest speed at a given performance level.
Timeline (last 90 days)
Oct 22
On the speed-performance Pareto frontier, existing Bayesian optimization methods sit far from the high-speed end due to their high computational cost, while evolutionary strategies such as CMA-ES are fast but have low sample efficiency, leaving a gap in the middle of the frontier.
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