October 2, 2025Open Access

BrainFLORA: Uncovering Brain Concept Representation via Multimodal Neural Embeddings

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The BrainFLORA framework integrates multiple neuroimaging modalities to enhance understanding of visual representation.
Achieving state-of-the-art performance, our model facilitates joint visual retrieval tasks across subjects.
We leverage multimodal large language models to uncover implicit mappings of visual concepts to physical stimuli.
This approach's findings could significantly impact cognitive neuroscience and the development of brain-computer interfaces.

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This method uncovers visual representation in the brain using multimodal neural embeddings, suggesting vast implications for BCIs.

Li et al. (2025) studied this question.

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