Yes, algorithms can significantly enhance experimental efficiency. By employing optimization algorithms, researchers can design experiments that minimize resource usage while maximizing information gain. Algorithms like Design of Experiments (DoE) and Response Surface Methodology (RSM) are particularly useful in this context.