 We developed a novel domain adaptation approach for electroencephalogram-based brain-computer interfaces, e.g. BCI. Our method uses optimal transport and frequency mix-up to align the distribution of data between two domains, improving the accuracy of the BCI system. This approach outperformed other methods on three evaluation benchmarks. This article was authored by Pei-Yin Chen, He-Wang, Xin-Lin Sun, and others.