Backpropagation-free Deep Learning for Time-Series Classification.

arXiv:2610.41805v1 Announce Type: cross Abstract: Deep neural networks for time series classification (TSC) are trained almost exclusively by error backpropagation, which imposes update locking and the weight-transport problem. Backpropagation-free learning ru