54 citations · 62 across the 9 of their papers we have counts for
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cs.LG2020
BinPlay: A Binary Latent Autoencoder for Generative Replay Continual Learning
Kamil Deja, Paweł Wawrzyński, Daniel Marczak +2
We introduce a binary latent space autoencoder architecture to rehearse training samples for the continual learning of neural networks. The ability to extend the knowledge of a mod…
cs.LG2020
Reducing catastrophic forgetting with learning on synthetic data
Wojciech Masarczyk, Ivona Tautkute
Catastrophic forgetting is a problem caused by neural networks' inability to learn data in sequence. After learning two tasks in sequence, performance on the first one drops signif…