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Architecture comparison. Left, compressed NVAE (cNVAE); right, non-hierarchical VAE. We modified the NVAE sampler layer (grey trapezoids) and introduced a deconvolution expand layer (yellow trapezoids). The encoder (inference) and decoder (generation) pathways are depicted in red and blue, respectively. , residual block; , trainable parameter; +, feature combination.
