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  5. Multimodal Fusion
Model Architecturesaka fusion strategy

Multimodal Fusion

How a model combines information from different modalities like text, image, and audio.

Ask Melo about this← all terms

Multimodal fusion refers to how a model combines information from different modalities (text, image, audio). Early fusion mixes raw inputs into a shared representation, late fusion combines separate encoders' outputs, and cross-attention fuses at intermediate layers. The fusion strategy significantly affects what cross-modal reasoning the model can perform and at what computational cost.

Related terms

Multimodal ArchitectureCross-AttentionVision TransformerEncoder-Decoder ModelHyenaRecurrent Neural Network