FoLoRA applies generalized Rayleigh-quotient optimization to LoRA updates so that directions are gated by downstream utility divided by a pretraining-proxy forgetting penalty.
arXiv preprint arXiv:2512.17720 , year=
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Foundation-Preserving Adaptation via Generalized Rayleigh-Quotient Optimization
FoLoRA applies generalized Rayleigh-quotient optimization to LoRA updates so that directions are gated by downstream utility divided by a pretraining-proxy forgetting penalty.