Create and Find Flatness: Building Flat Training Spaces in Advance for Continual Learning
Wenhang Shi,
Yiren Chen,
Zhe Zhao
et al.
Abstract:Catastrophic forgetting remains a critical challenge in the field of continual learning, where neural networks struggle to retain prior knowledge while assimilating new information. Most existing studies emphasize mitigating this issue only when encountering new tasks, overlooking the significance of the pre-task phase. Therefore, we shift the attention to the current task learning stage, presenting a novel framework, C&F (Create and Find Flatness), which builds a flat training space for each task in advan… Show more
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