Conditional Diffusion Framework for Analyzing Neural Dynamics Across Multiple Contexts
Carolina Filipe, Mahmoud Elmakki, Guilherme Costa-Ferreira, Il Memming Park · COSYNE 2025
Recent studies have demonstrated that brain areas involved in motor skills display common representations of latent trajectories for both stereotypical and generalizable dynamical cortical behavior. However, current research often focuses on analyzing single tasks and individual sessions, missing the opportunity to exploit the structural patterns across datasets. By fitting a unified model to a collection of neural data with shared features, we can increase data usage efficiency and enhance our understanding of common neural computation structures, despite the challenge of distinct populations
ePoster · Neuroscience