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Enhancing global and local interests fusion based on Kolmogorov-Arnold networks for sequential recommendation | Synapse
March 3, 2026
Enhancing global and local interests fusion based on Kolmogorov-Arnold networks for sequential recommendation
YX
Yili Xu
Yanshan University
XF
Xiaohan Fang
JG
Jibing Gong
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Key Points
Improved interest fusion enhances sequential recommendation outcomes, leading to more relevant suggestions.
The analysis identifies key performance metrics, showing a significant increase in recommendation accuracy.
Implementation of kolmogorov-arnold networks enables more sophisticated processing of interests in recommendations.
These findings highlight the need for innovative approaches in recommendation systems to meet user preferences.
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Xu et al. (Tue,) studied this question.
synapsesocial.com/papers/69a765e1badf0bb9e87dad47
https://doi.org/https://doi.org/10.1007/s00530-025-02142-4