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Book Open access Nov 2026

MAPLE: Mamba-Based Adaptive Prototype Learning for Intent Disentanglement in Sequential Recommendation

Sequential recommender systems struggle to simultaneously capture persistent long-term preferences and volatile short-term intentions, while existing dual-stream architectures are computationally inefficient when handling long sequences and suffer from feature entanglement between the two interest streams. To address t...

Yue Xie, Yan Zhang, Guo Chen et al. · 0 citations
Book Open access Nov 2026

MAPLE: Mamba-Based Adaptive Prototype Learning for Intent Disentanglement in Sequential Recommendation

Sequential recommender systems struggle to simultaneously capture persistent long-term preferences and volatile short-term intentions, while existing dual-stream architectures are computationally inefficient when handling long sequences and suffer from feature entanglement between the two interest streams. To address t...

Yue Xie, Yan Zhang, Guo Chen et al. · 0 citations

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