In their recent paper titled Large Associative Memory Problem in Neurobiology and Machine Learning [arXiv:2008.06996] the authors gave a biologically plausible microscopic theory from which one can recover many dense associative memory models discussed in the literature. We show that the layers of the recent MLP-mixer [arXiv:2105.01601] as well as the essentially equivalent model in [arXiv:2105.02723] are amongst them.