Mamba can be meta-learned as an efficient continual learner, matching or surpassing Transformers on meta-continual learning tasks with a fixed-size state and a selectivity regularizer.
Memory aware synapses: Learning what (not) to forget
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Learning Mamba as a Continual Learner: Meta-learning Selective State Space Models for Efficient Continual Learning
Mamba can be meta-learned as an efficient continual learner, matching or surpassing Transformers on meta-continual learning tasks with a fixed-size state and a selectivity regularizer.