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Self-supervised multi-stages set expansion for session-based recommendation | Synapse
March 3, 2026
Self-supervised multi-stages set expansion for session-based recommendation
CL
Chen Liu
XG
Xiaoyu Gong
XZ
Xianghong Zhou
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Key Points
Enhanced accuracy in session-based recommendation systems through self-supervised approaches.
The method significantly reduces reliance on traditional collaborative filtering techniques for improving recommendations.
Implementation of a multi-stage set expansion strategy demonstrates noteworthy improvements in user engagement.
The findings suggest a necessary shift towards self-supervised techniques in recommendation system development.
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Cite This Study
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Liu et al. (Sun,) studied this question.
synapsesocial.com/papers/69a76579badf0bb9e87d93e3
https://doi.org/https://doi.org/10.1007/s13042-025-02951-z