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- LoRA dropout: applied to the LoRA path only (not frozen base weights), 0.05–0.1 helps regularize on small datasets (arXiv:2404.09610) - LoRA+: separate optimizer param groups for lora_A and lora_B with configurable LR ratio; ratio=16 enables LoRA+ (arXiv:2402.12354) - Curriculum mode: logit_normal for first N% of steps then uniform, directly addresses early convergence + fine-detail degradation at boundaries (arXiv:2603.12517) Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>