48 citations · 140 across the 16 of their papers we have counts for
Showing 2020Show all
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stat.ML2020★ 5 cited
Pseudo-Rehearsal for Continual Learning with Normalizing Flows
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Catastrophic forgetting (CF) happens whenever a neural network overwrites past knowledge while being trained on new tasks. Common techniques to handle CF include regularization of…
cs.LG2020★ 22 cited
Bayesian Neural Networks With Maximum Mean Discrepancy Regularization
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Bayesian Neural Networks (BNNs) are trained to optimize an entire distribution over their weights instead of a single set, having significant advantages in terms of, e.g., interpre…