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cs.LG2026
Sharp Reconstruction Bounds for Autoencoders Using the Same Forward Map
Patricia Medina, Hy P. G. Lam
We study reconstruction in autoencoders that apply the same forward map before and after setting the observed coordinates to zero. For equal odd input and hidden dimensions $d\geq…
cs.LG2026
Depth-Dependent Hidden-State Collapse in Dynamical System Autoencoders for LiDAR Point-Cloud Classification
Patricia Medina, Hy P. G. Lam
We study Dynamical System Autoencoders (DSAE) for LiDAR point-cloud classification using spatial coordinates and Product Coefficient feature augmentations. The experiments compare…