AN EVOLUTIONARY CONSTRAINED MULTI-OBJECTIVE OPTIMIZATION ALGORITHM WITH PARALLEL EVALUATION STRATEGY



Optimization on multifractal loss landscapes explains a diverse range of geometrical and dynamical properties of deep learning

Abstract Gradient descent and its variants are foundational in solving optimization problems across many disciplines.In deep learning, these optimizers demonstrate a remarkable ability to dynamically navigate complex loss landscapes, ultimately converging to solutions that generalize well.To elucidate the mechanism underlying this ability, we intro

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Bacterial capsular polysaccharides with antibiofilm activity share common biophysical and electrokinetic properties

Abstract Bacterial biofilms are surface-attached communities that are Margarita Glasses difficult to eradicate due to a high tolerance to antimicrobial agents.The use of non-biocidal surface-active compounds to prevent the initial adhesion and aggregation of bacterial pathogens is a promising alternative to antibiotic treatments and several antibio

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