Context-Adaptive Graph Neural Networks for Next POI Recommendation
12 pages, 6 ...
Yu Lei +4 more
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With the vast quantity of GPS data that have been collected from location-based social networks, Point-of-Interest (POI) recommendation aims to predict users’ next locations by learning from their historical check-in trajectories.
Qiuhan Han +2 more
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RALLM-POI: Retrieval-Augmented LLM for Zero-Shot Next POI Recommendation with Geographical Reranking
Next point-of-interest (POI) recommendation predicts a user's next destination from historical movements. Traditional models require intensive training, while LLMs offer flexible and generalizable zero-shot solutions but often generate generic or geographically irrelevant results due to missing trajectory and spatial context.
Kunrong Li, Kwan Hui Lim 0001
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Geography-Aware Large Language Models for Next POI Recommendation
The next Point-of-Interest (POI) recommendation task aims to predict users' next destinations based on their historical movement data and plays a key role in location-based services and personalized applications. Accurate next POI recommendation depends on effectively modeling geographic information and POI transition relations, which are crucial for ...
Zhao Liu +6 more
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Efficient Model-Agnostic Continual Learning for Next POI Recommendation
Next point-of-interest (POI) recommendation improves personalized location-based services by predicting users' next destinations based on their historical check-ins. However, most existing methods rely on static datasets and fixed models, limiting their ability to adapt to changes in user behavior over time.
Chenhao Wang 0007 +4 more
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MBSCL-Net: Multi-Branch Spectral Network and Contrastive Learning for Next-Point-of-Interest Recommendation. [PDF]
Wang S, Zhang J, Zeng T.
europepmc +1 more source
Editorial: Machine learning and applied neuroscience, volume II. [PDF]
Dos Santos WP +3 more
europepmc +1 more source
From genes to generations: genetic evaluation and counseling for infertility and pregnancy loss. [PDF]
Skrypnyk C +4 more
europepmc +1 more source
Understanding the interplay between urban segregation and accessibility to services with network analysis. [PDF]
Lai M +5 more
europepmc +1 more source
Efficient and Site-Specific Incorporation of 3-Nitro-Tyrosine Into Recombinant Proteins in <i>Escherichia coli</i>. [PDF]
McGee SB +3 more
europepmc +1 more source

