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Showing 1 to 3 of 3 for “"Class-incremental Learning"”.
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Referencing Unlabelled World Data to Prevent Catastrophic Forgetting in Class-incremental Learning
… of "catastrophic forgetting" in deep continual-learning systems. The term refers to severe performance degradation for older tasks, as a system learns new tasks that are presented sequentially. Most previous techniques have emphasized preservation of existing knowledge while learning new tasks, …
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Continual Learning of Object Classification in the Real World
Technological advances in deep learning have brought remarkable performance in the object classification task but only when all the training data of classes to be learned are available at the same time. However, real-world data continually evolve through time, resulting in ever-changing learning …
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Efficient Knowledge Transfer and Adaptation for Speech and Beyond
… to address the limitations of transfer learning in dynamically evolving audio and speech processing contexts, particularly through novel approaches for class-incremental learning, parameter-efficient adaptation, and multimodal modeling. First, we provide a comprehensive framework for …