SR²-LoRA mitigates catastrophic forgetting in class-incremental learning by constraining inter-layer relation drift via singular-value alignment of relation matrices induced by prior and updated LoRA models.
Lora subtraction for drift-resistant space in exemplar-free continual learning
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SR$^2$-LoRA: Self-Rectifying Inter-layer Relations in Low-Rank Adaptation for Class-Incremental Learning
SR²-LoRA mitigates catastrophic forgetting in class-incremental learning by constraining inter-layer relation drift via singular-value alignment of relation matrices induced by prior and updated LoRA models.