[Research] The Convolutional Tsetlin Machine peaks at 99.51% accuracy on MNIST with a single layer of interpretable filters in propositional logic.
Finally completed the Convolutional Tsetlin Machine. It turned out that the simplest design worked best. I use the conjunctive clauses of the Tsetlin Machine as filters, and the OR operation to calculate the output of each convolution. https://arxiv.org/abs/1905.09688