ToPA: Block-wise Toeplitz Adaptation for Expressive and Efficient Fine-Tuning.

arXiv:2610.22883v2 Announce Type: replace Abstract: Parameter-Efficient Fine-Tuning (PEFT) has emerged as a prevalent strategy for adapting large pre-trained models. Among PEFT techniques, reparameterization-based methods, particularly those that employ low-ra