Adapting a text-to-image generator with task-specific LoRA adapters and filtering samples by the model's own confidence improves synthetic replay in continual vision-language learning.
An image is worth 16x16 words: Transformers for image recognition at scale
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LoRA-Loop: Closing the Synthetic Replay Cycle for Continual VLM Learning
Adapting a text-to-image generator with task-specific LoRA adapters and filtering samples by the model's own confidence improves synthetic replay in continual vision-language learning.