Unit

Bertarelli Foundation Chair of Integrative Neuroscience

Laboratory

Summary

The Mathis Laboratory, part of the Center for Neuroprosthetics at EPFL, focuses on reverse engineering neural circuits driving adaptive motor behavior in intelligent systems. By studying artificial and natural intelligence, they aim to provide insights into brain function, develop therapeutic research for neurological diseases, and enhance machine learning tools. Their research delves into deep learning for neuroscience, adaptive motor control in intelligent systems, and large-scale brain imaging during behavior.

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Bertarelli Foundation Chair of Integrative Neuroscience

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Safe Deep Neural Networks

Infusing structured knowledge priors in neural models for sample-efficient symbolic reasoning

Task-driven neural network models predict neural dynamics of proprioception: Neural network model weights