SYNERgy between SYNaptic consolidation and Experience Replay for general continual learning. (arXiv:2206.04016v1 [cs.NE])

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 by the complementary learning systems
(CLS) theory and synaptic consolidation for protecting the acquired knowledge
from erasure. Thus, we propose a general CL method that creates a synergy
between SYNaptic consolidation and dual memory Experience Replay (SYNERgy). Our
method maintains a semantic memory that accumulates and consolidates
information across the tasks and interacts …

arxiv consolidation continual experience general learning