Propose a modification to your existing convolutional network architecture to improve its translation invariance, explaining the underlying principles behind your design choice and any potential tradeoffs.
Modify the network to use tiled convolution or replace standard convolutional layers with locally connected ones. This change would leverage the inherent properties of these layers to provide improved translation invariance at the cost of increased computational complexity and memory requirements.