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This paper introduces INCPrompt, an innovative continual learning solutionthat effectively addresses catastrophic forgetting. INCPrompt's key innovationlies in its use of adaptive key-learner and task-aware prompts that capturetask-relevant information. This unique combination encapsulates generalknowledge across tasks and encodes task-specific knowledge. Our comprehensiveevaluation across multiple continual learning benchmarks demonstratesINCPrompt's superiority over existing algorithms, showing its effectiveness inmitigating catastrophic forgetting while maintaining high performance. Theseresults highlight the significant impact of task-aware incremental prompting oncontinual learning performance.

INCPrompt: Task-Aware incremental Prompting for Rehearsal-Free Class-incremental Learning