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cs.LG2026
Information-Theoretic Decomposition for Multimodal Interaction Learning
Zequn Yang, Yake Wei, Haotian Ni +2
Multimodal learning hinges on capturing redundant, unique, and synergistic information across modalities, which collectively constitute multimodal interactions. A critical yet unde…
cs.CV2026
MIBench: Evaluating LMMs on Multimodal Interaction
Yu Miao, Zequn Yang, Yake Wei +5
In different multimodal scenarios, it needs to integrate and utilize information across modalities in a specific way based on the demands of the task. Different integration ways be…