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skip connections and subspaces. Neural Discriminative Dimensionality Reduction CNNs (NDDR-CNNs) are similar to cross-stitch networks but apply a dimensionality reduction mechanism to fuse the activations from all the single-task networks. The convolutional layer is then used to fuse the activations