Parameter isolation with domain-specific experts for incremental audio classification
This paper proposes a new domain-specific parameter-isolation architecture that retains all past domains, and mitigates catastrophic forgetting through a full-order recurrent update, constructing a new expert using domain-specific data conditioned on all previously frozen models.
Jongyeon Park, Do H. Lim, Sang-won Park et al.
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