Probabilistic Neural Transfer Function Estimation with Bayesian System Identification

no code implementations • 11 Aug 2023 • Nan Wu, Isabel Valera, Fabian Sinz, Alexander Ecker, Thomas Euler, Yongrong Qiu

While deep neural network models have demonstrated excellent power on neural prediction, they usually do not provide the uncertainty of the resulting neural representations and derived statistics, such as the stimuli driving neurons optimally, from in silico experiments.

Variational Inference