3 papers
q-bio.NC2024
Improving Speech Decoding from ECoG with Self-Supervised Pretraining
Brian A. Yuan, Joseph G. Makin
Recent work on intracranial brain-machine interfaces has demonstrated that spoken speech can be decoded with high accuracy, essentially by treating the problem as an instance of su…
cs.LG2023
Learning Recurrent Models with Temporally Local Rules
Azwar Abdulsalam, Joseph G. Makin
Fitting generative models to sequential data typically involves two recursive computations through time, one forward and one backward. The latter could be a computation of the loss…
cs.LG2016
Recurrent Exponential-Family Harmoniums without Backprop-Through-Time
Joseph G. Makin, Benjamin K. Dichter, Philip N. Sabes
Exponential-family harmoniums (EFHs), which extend restricted Boltzmann machines (RBMs) from Bernoulli random variables to other exponential families (Welling et al., 2005), are ge…