FuRA: Full-Rank Parameter-Efficient Fine-Tuning with Spectral Preconditioning. - Yequan Zhao; Ruijie Zhang; Liyan Tan; Niall Moran; Tong Qin; Zheng Zhang (CoRR, 2026)