Selecting backbone pre-training data with an influence-based score and adding it to the adaptation set can improve LoRA and DreamBooth training when adaptation data are scarce.
Towards a statistical theory of data selection under weak supervision
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Backbone Augmented Training for Adaptations
Selecting backbone pre-training data with an influence-based score and adding it to the adaptation set can improve LoRA and DreamBooth training when adaptation data are scarce.