AIBullisharXiv – CS AI · 3h ago7/10
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CollectionLoRA: Collecting 50 Effects in 1 LoRA via Multi-Teacher On-Policy Distillation
Researchers introduce CollectionLoRA, a distillation framework that compresses up to 50 different image editing effects and fast-generation capabilities into a single LoRA model, significantly reducing deployment overhead while maintaining concept fidelity. The method uses multi-teacher on-policy distillation with novel techniques to prevent parameter interference and style degradation that typically occurs when cascading multiple effect models.