Papers by Seok Bong Yoo
X-FLoRA: Cross-modal Federated Learning with Modality-expert LoRA for Medical VQA (2025.emnlp-main)
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| Challenge: | Medical visual question answering (VQA) and federated learning (FL) are important tools for privacy-preserving collaborative learning. |
| Approach: | They propose a cross-modal FL framework that uses modality-expert low-rank adaptation for medical visual question answering (VQA) X-FLoRA enables the synthesis of images from one modality to another without requiring data sharing . |
| Outcome: | Experiments show that X-FLoRA outperforms existing FL methods in terms of performance . XFLorage enables synthesis of images from one modality to another without data sharing . |