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.
Bilora: Almost-orthogonal parameter spaces for continual learning
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
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.