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.
2 Table 8.Episodic Adaptation.Comparison with SOTA methods on VGGSound-C with video corruptions (severity level 5) regarding Accuracy (%,↑)
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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.