A single replay-free conditional VAE with fixed-point-separated Gaussian priors and null-space gradient projection achieves competitive continual classification with drastically reduced memory.
Child: A first step towards continual learning
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Frugal Incremental Generative Modeling using Variational Autoencoders
A single replay-free conditional VAE with fixed-point-separated Gaussian priors and null-space gradient projection achieves competitive continual classification with drastically reduced memory.