48 citations · 140 across the 16 of their papers we have counts for
3 papers · 1 filter
Centroids Matching: an efficient Continual Learning approach operating in the embedding space
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Catastrophic forgetting (CF) occurs when a neural network loses the information previously learned while training on a set of samples from a different distribution, i.e., a new tas…
Pixle: a fast and effective black-box attack based on rearranging pixels
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Recent research has found that neural networks are vulnerable to several types of adversarial attacks, where the input samples are modified in such a way that the model produces a…
Continual Learning with Invertible Generative Models
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…