method binds object information to position via element-wise multiplication of complex-
valued vectors. This approach extends Holographic Reduced Representations by providing
additional tools for processing and manipulating spatial information. In many cases these
computations can be performed very efficiently through application of the convolution
theorem. Experiments demonstrate excellent performance on a visuo-spatial reasoning task …