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Pedro Herrero-Vidal

2 accepted papers

2023

A probabilistic framework for task-aligned intra- and inter-area neural manifold estimation

ICLR 2023top-25%

Latent manifolds provide a compact characterization of neural population activity and of shared co-variability across brain areas. Nonetheless, existing statistical tools for extracting neural manifolds face limitations in terms of interpretability of latents with respect to task variables, and can…

2021

Across-animal odor decoding by probabilistic manifold alignment

NeurIPS 2021spotlight

Identifying the common structure of neural dynamics across subjects is key for extracting unifying principles of brain computation and for many brain machine interface applications. Here, we propose a novel probabilistic approach for aligning stimulus-evoked responses from multiple animals in a comm…