How do you address the challenge of missing modalities in multimodal data?

Instruction: Explain strategies for dealing with instances where one or more modalities are missing in a dataset.

Context: This question evaluates the candidate's ability to handle incomplete multimodal data, a common issue in real-world datasets, ensuring robust model performance even with incomplete information.

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I assume missing modalities will happen in production and design for graceful degradation from the start...

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