<ul><li>Biological mixtures, such as cellular cytoplasm, have ordered mesoscopic structures that emerge from heterogeneity.</li><li>A liquid Hopfield model is developed for retrieving states with target compositions.</li><li>Non-linear repulsive interactions are necessary for the retrieval of target structures.</li><li>The sparse modern Hopfield model is introduced as a sparse extension of the dense counterpart and shows improved performance in memory retrieval.</li></ul>

Research on Hopfield Models part6(Machine Learning 2024)

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