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Learning to Navigate in Mazes with Novel Layouts Using Abstract Top-down Maps

This work learns to navigate end-to-end with map input, aiming to generalize to novel map layouts in zero-shot.

E(2)-Equivariant Graph Planning for Navigation

We study E(2) Euclidean equivariance in navigation on geometric graphs and develop message passing network to solve it.