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CAFF-CIL: Causality-Aware Freedom Forgetting Approach for Class-Incremental Learning

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Class-incremental learning (CIL) requires free learning of all previously learned tasks. This is desirable to achieve without task indexing when facing dynamic task sequences. However, problems such as unclear category discriminative boundaries and context bia... ...