37 citations · 39 across the 8 of their papers we have counts for
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cs.NE2022
Sparse Coding in a Dual Memory System for Lifelong Learning
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
Efficient continual learning in humans is enabled by a rich set of neurophysiological mechanisms and interactions between multiple memory systems. The brain efficiently encodes inf…
cs.NE2022
SYNERgy between SYNaptic consolidation and Experience Replay for general continual learning
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
Continual learning (CL) in the brain is facilitated by a complex set of mechanisms. This includes the interplay of multiple memory systems for consolidating information as posited…
cs.LG2022★ 37 cited
Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System
Elahe Arani, Fahad Sarfraz, Bahram Zonooz
Humans excel at continually learning from an ever-changing environment whereas it remains a challenge for deep neural networks which exhibit catastrophic forgetting. The complement…