Multi-Slot Memory With Dynamic Gating: A Multi-Task Framework for Interpretable Sequential Recommendation in Niche POI Scenarios

Sequential point-of-interest (POI) recommendation in niche cultural-tourism settings must capture users’ parallel interests and rapid intent shifts. This study proposes a transparent multi-task framework that combines a multi-slot user memory with a dynamic gating network to jointly predi...

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Main Authors: Zhaoqi Ma, Jiansong Tang, Ryosuke Saga
Formáid: Artigo
Teanga:Inglês
Foilsithe: IEEE 2025-01-01
Sraith:IEEE Access
Ábhair:
Dynamic gating
interpretable recommendation
memory networks
multi-intent behavior
multi-task learning
sequential recommendation
Rochtain Ar Líne:https://ieeexplore.ieee.org/document/11245485/
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