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Merging past knowledge with fast adaptation in the CoVON optimizer leads to superior performance in continual learning tasks, outperforming traditional methods.
Citation errors stemming from name changes can lead to significant mental health challenges for researchers, but inclusive policies can drastically reduce these issues.
Forget catastrophic forgetting: modular memory, blending in-context and in-weight learning, offers a practical path to truly continual learning agents.