Catastrophic Forgetting

The phenomenon where neural networks lose previously learned knowledge when trained on new data, a fundamental challenge in continual and lifelong learning systems.

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Sparse Memory Layers: Targeted Continual Learning Without Forgetting

Sparse Memory Layers: Targeted Continual Learning Without Forgetting

Nov 3, 2025102

Use sparse memory layers and TF-IDF–guided slot updates to learn continually without forgetting.

Continual Learning AI Architecture Model Fine-Tuning Catastrophic Forgetting