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Nan Cao

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Preprint Aug 2026

Drift-Aware Multimodal User Representation Learning via Multi-Scale Temporal Modeling and Sparse Mixture-of-Experts

Understanding user preferences from noisy and temporally evolving social media behaviors is fundamentally challenging due to interest drift, where user preferences shift across time and exhibit both multi-scale temporal patterns and diverse co-existing interests. To address this, we propose DUMoE, a unified framework f...

Ziqing Qian, Hao-Hang Chen, Sheng-Qi Dang et al. · 0 citations

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