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Missing modalities in federated learning can be effectively synthesized, leading to substantial performance gains in multimodal tasks.
MAGE-RAG achieves a remarkable 52.75% accuracy on LongDocURL by intelligently balancing evidence coverage and context noise in long-document multimodal QA.
