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Rochester Institute of Technology
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An innovative framework that integrates feature transport into the training process, achieving superior performance in class-incremental learning without exemplars.
Bidirectional alignment can dramatically reduce catastrophic forgetting in class-incremental learning by ensuring consistent representation across tasks.