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EVON transforms structured weight uncertainty into a practical tool, yielding superior performance in language model pretraining without the overhead of complex implementations.
Merging past knowledge with fast adaptation in the CoVON optimizer leads to superior performance in continual learning tasks, outperforming traditional methods.