Evan Atherton

FunPhase: A Periodic Functional Autoencoder for Motion Generation via Phase Manifolds

Learning natural body motion remains challenging due to the strong coupling between spatial geometry and temporal dynamics. Embedding motion in phase manifolds, latent spaces that capture local periodicity, has proven effective for motion prediction; however, existing approaches lack scalability and…