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Mehran Mirramezani

2 accepted papers

2025

Designing Mechanical Meta-Materials by Learning Equivariant Flows

ICLR 2025poster

Mechanical meta-materials are solids whose geometric structure results in exotic nonlinear behaviors that are not typically achievable via homogeneous materials. We show how to drastically expand the design space of a class of mechanical meta-materials known as $\textit{cellular solids}$, by general…

Cited by 0SourcePDFScholar
2023

Neuromechanical Autoencoders: Learning to Couple Elastic and Neural Network Nonlinearity

ICLR 2023top-25%

Intelligent biological systems are characterized by their embodiment in a complex environment and the intimate interplay between their nervous systems and the nonlinear mechanical properties of their bodies. This coordination, in which the dynamics of the motor system co-evolved to reduce the comput…

Cited by 5SourcePDFScholar