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Prompt-based continual learning provides a rehearsal-free solution by tuning small sets of parameters while keeping pre-trained models …

Class-incremental semantic segmentation faces challenges in retaining the knowledge of old classes while learning new ones. …

Deep neural networks suffer from catastrophic forgetting in continual learning, where they tend to lose information about previously …