MuLoRA introduces spectrally balanced low-rank adaptation for continual learning to address spectral plasticity collapse in sequential updates.
Read the original at arxiv.org→arXiv:2610.02283v1 Announce Type: new Abstract: Low-rank adaptation (LoRA) provides a parameter-efficient approach to continual learning, but its nominal rank can conceal a loss of effective adaptation capacity. We...
Original headline: "MuLoRA: Spectrally Balanced Low-Rank Adaptation for Continual Learning"
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- Oct 5, 04:00 UTC arXiv cs.LG lead source MuLoRA: Spectrally Balanced Low-Rank Adaptation for Continual Learning