MATH · IN · MODELS

Importance-Weighted Autoencoder (IWAE)

various (academic)

Structures found in this family (1)

Curvature profile of the representation manifold

By model (3)

Importance-Weighted Autoencoder (2D latent, binarized MNIST)
Curvature profile of the representation manifold
Importance-Weighted Autoencoder (2D latent, CMU motion-capture walking data)
Curvature profile of the representation manifold
Importance-Weighted Autoencoder (2D latent, simulated 6-DOF KUKA robot arm joint angles)
Curvature profile of the representation manifold

Observations (1)

A real trained importance-weighted autoencoder's pullback-Riemannian geodesics outperform Euclidean latent interpolation on MNIST, a simulated robot arm, and real human motion-capture data

Papers

Metrics for Deep Generative Models (2018)