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HippoTune: A Hippocampal Associative Loop–Inspired Fine-Tuning Method for Continual Learning

Studies have shown that catastrophic forgetting primarily stems from the difficulty of reactivating old memories; although parameter-efficient fine-tuning can mitigate forgetting while keeping most model parameters frozen, it still falls short in fully reawakening knowledge of prior tasks. In contra…