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Aneesh Mukkamala

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#machine learning Preprint Oct 2026

Making LoRA Identifiable: Orthogonal Alignment for Continual Learning

There is growing interest in applying Parameter-Efficient Fine-Tuning (PEFT) to Continual Learning, as it enables faster training, mitigates catastrophic forgetting, and facilitates better adaptation to new tasks. Prior approaches have explored a range of strategies, including extending new LoRA branches for each incom...

P. Singh, Mohammadi Zaki, Akash Saha et al. · 0 citations

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