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Zailong Tian

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Learn the Directions, Normalize the Gains: Post-Training Normalization for LoRA

Zailong Tian, Yanzhe Chen, Zhuoheng Han وآخرون · 2026

While Low-Rank Adaptation (LoRA) enables efficient task specialization, its learned updates can compromise capabilities beyond the target task. We identify \textbf{adaptation imbalance}: a few singular directions dominate the trained update, leaving its performance sensitive to how gains are allocated. We argue that \t …

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