Spotlight "low-rank adaptation" Papers

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AuroRA: Breaking Low-Rank Bottleneck of LoRA with Nonlinear Mapping

Haonan Dong, Wenhao Zhu, Guojie Song et al.

NEURIPS 2025spotlightarXiv:2505.18738
2
citations

GraLoRA: Granular Low-Rank Adaptation for Parameter-Efficient Fine-Tuning

Yeonjoon Jung, Daehyun Ahn, Hyungjun Kim et al.

NEURIPS 2025spotlightarXiv:2505.20355
2
citations

StelLA: Subspace Learning in Low-rank Adaptation using Stiefel Manifold

Zhizhong Li, Sina Sajadmanesh, Jingtao Li et al.

NEURIPS 2025spotlightarXiv:2510.01938
4
citations

The Primacy of Magnitude in Low-Rank Adaptation

Zicheng Zhang, Haoran Li, Yifeng Zhang et al.

NEURIPS 2025spotlightarXiv:2507.06558
2
citations

Uni-LoRA: One Vector is All You Need

Kaiyang Li, Shaobo Han, Qing Su et al.

NEURIPS 2025spotlightarXiv:2506.00799
3
citations