DASP decouples each modality adapter into stable and plastic parts and uses asymmetric updates—plastic for biased modalities, regularized stable for unbiased ones—to balance adaptation and knowledge preservation.
Attention bootstrapping for multi-modal test-time adaptation
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Decoupling Stability and Plasticity for Multi-Modal Test-Time Adaptation
DASP decouples each modality adapter into stable and plastic parts and uses asymmetric updates—plastic for biased modalities, regularized stable for unbiased ones—to balance adaptation and knowledge preservation.