Gustavo R. Villela

KalWeNN: Kalman-Filtered Memory for Weightless Neural Network Classifiers

Weightless Neural Networks (WNNs) such as WiSARD learn by storing information directly in RAM-based memory structures, enabling fast training and efficient hardware implementation. However, conventional WiSARD memories store only binary activations or occurrence counts, providing no measure of confidence in the stored...