"low-rank optimization" Papers

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Q3R: Quadratic Reweighted Rank Regularizer for Effective Low-Rank Training

Ipsita Ghosh, Ethan Nguyen, Christian Kümmerle

NEURIPS 2025arXiv:2511.04485

SUMO: Subspace-Aware Moment-Orthogonalization for Accelerating Memory-Efficient LLM Training

Yehonathan Refael, Guy Smorodinsky, Tom Tirer et al.

NEURIPS 2025arXiv:2505.24749
7
citations

LESS: Selecting Influential Data for Targeted Instruction Tuning

Mengzhou Xia, Sadhika Malladi, Suchin Gururangan et al.

ICML 2024arXiv:2402.04333
400
citations