Active Dendrite

Active dendrites, the branching extensions of neurons, are becoming a central focus in neuromorphic computing research, aiming to build more biologically realistic and energy-efficient artificial neural networks. Current research emphasizes developing spiking neural network models incorporating active dendritic properties to improve capabilities like continual learning, multi-task learning, and long sequence processing, often leveraging sparse representations and novel training algorithms. This work is significant because it addresses limitations of traditional artificial neural networks in handling sequential data and adapting to changing environments, potentially leading to advancements in areas such as brain-computer interfaces and low-power edge computing.