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Restoring faces across age gaps is now possible: MeInTime leverages diffusion models and age-aware guidance to create faithful restorations from cross-age references.
EWC, a classic method for continual learning, has been underperforming because it suffers from gradient vanishing and protects the wrong parameters – but a simple "Logits Reversal" trick fixes both.