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Author

Xi Zhang

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Preprint Oct 2026

Reliability-Aware Multimodal Sentiment Prediction Under Local Modality Missingness

Multimodal sentiment models are usually evaluated on complete utterances, yet streams often lose a contiguous span of text, audio, or video. We study local missingness on aligned CMU-MOSEI features. Our reliability-aware network (RM-Net) keeps the original temporal positions, represents unobserved positions with a lear...

Ming-Hao Kong, Deng-Deng Yao, Xi Zhang et al. · 0 citations
#machine learning Preprint Oct 2026

Monarch-MoE: Structured Experts for Multimodal Continual Instruction Tuning

Learning new tasks in multimodal continual instruction tuning can cause catastrophic forgetting of previously acquired knowledge. Although multi-expert LoRA distributes learning across experts, updates to a dense low-rank expert can still affect many output features. We introduce Monarch-MoE, which replaces the dense f...

Xi Zhang, Bo-Yu Diao, Ze-Sen Chen et al. · 0 citations

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