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Topic: behavioral choices

Seminar
1 seminar

In Applied Mathematics and Artificial Intelligence

Seminar · Computational Neuroscience

Learning generative dynamical systems models from multi-modal and multi-animal neuro-data

Daniel Durstewitz · Central Institute of Mental Health, Mannheim

Wed, Apr 23, 2025 · 15:00 UTC

For decades dynamical systems theory played a pivotal role in theoretical and computational neuroscience, as it links biophysical and biochemical processes to neural computation. In fact, dynamical systems are computationally universal. Rather than hand-crafting computational theories of neural function based on dynamical systems, recent developments in scientific machine learning (ML) and AI suggest that we may be able to infer such dynamical-computational models directly from neurophysiological and behavioral observations. This is called dynamical systems reconstruction (DSR), the learning o