Abstract: Large language models (LLMs) have significantly enhanced cross-modal understanding capabilities by integrating visual encoders with textual embeddings, giving rise to multimodal large ...
Key Challenge: There is a tension between "cross-dataset transferability" and "capturing inter-channel dependencies." Fixed-channel encoders are expressive but tied to specific channels; per-channel ...
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