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A Multi-channel Next POI Recommendation Framework with Multi-granularity Check-in Signals

https://doi.org/10.1145/3592789
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-030-59016-1_64openalex-snapshot
From When to Where: A Multi-task Learning Approach for Next Point-of-Interest Recommendation
inferredcites →https://doi.org/10.1007/s11036-021-01782-wopenalex-snapshot
PR-RCUC: A POI Recommendation Model Using Region-Based Collaborative Filtering and User-Based Mobile Context
inferredcites →https://doi.org/10.1007/s11280-021-00961-9openalex-snapshot
Attentive sequential model based on graph neural network for next poi recommendation
inferredcites →https://doi.org/10.1016/j.ins.2019.12.006openalex-snapshot
Modeling hierarchical category transition for next POI recommendation with uncertain check-ins
inferredcites →https://doi.org/10.1023/a:1007379606734openalex-snapshot
Multitask Learning
inferredcites →https://doi.org/10.1109/icdm.2018.00035openalex-snapshot
Self-Attentive Sequential Recommendation
inferredcites →https://doi.org/10.1109/tits.2020.2987645openalex-snapshot
Multi-Task Travel Route Planning With a Flexible Deep Learning Framework
inferredcites →https://doi.org/10.1109/tkde.2016.2580511openalex-snapshot
Adapting to User Interest Drift for POI Recommendation
inferredcites →https://doi.org/10.1109/tkde.2017.2741484openalex-snapshot
Spatial-Aware Hierarchical Collaborative Deep Learning for POI Recommendation
inferredcites →https://doi.org/10.1109/tkde.2020.2985954openalex-snapshot
Incorporating Multi-Source Urban Data for Personalized and Context-Aware Multi-Modal Transportation Recommendation
inferredcites →https://doi.org/10.1109/tkde.2020.3002531openalex-snapshot
Personalized Long- and Short-term Preference Learning for Next POI Recommendation
inferredcites →https://doi.org/10.1109/tkde.2020.3007194openalex-snapshot
Where to Go Next: A Spatio-Temporal Gated Network for Next POI Recommendation
inferredcites →https://doi.org/10.1109/tkde.2021.3060818openalex-snapshot
Point-of-Interest Recommendation for Users-Businesses With Uncertain Check-ins
inferredcites →https://doi.org/10.1109/tsc.2019.2918310openalex-snapshot
An Attention-Based Spatiotemporal LSTM Network for Next POI Recommendation
inferredcites →https://doi.org/10.1145/1183614openalex-snapshot
Proceedings of the 15th ACM international conference on Information and knowledge management - CIKM '06
inferredcites →https://doi.org/10.1145/1772690.1772773openalex-snapshot
Factorizing personalized Markov chains for next-basket recommendation
inferredcites →https://doi.org/10.1145/2814575openalex-snapshot
Participatory Cultural Mapping Based on Collective Behavior Data in Location-Based Social Networks
inferredcites →https://doi.org/10.1145/3038912openalex-snapshot
Proceedings of the 26th International Conference on World Wide Web - WWW '17
inferredcites →https://doi.org/10.1145/3038912.3052667openalex-snapshot
A General Model for Out-of-town Region Recommendation
inferredcites →https://doi.org/10.1145/3219819.3220031openalex-snapshot
Efficient Similar Region Search with Deep Metric Learning
inferredcites →https://doi.org/10.1145/3331184.3331267openalex-snapshot
Neural Graph Collaborative Filtering
inferredcites →https://doi.org/10.1145/3340531.3411876openalex-snapshot
STP-UDGAT: Spatial-Temporal-Preference User Dimensional Graph Attention Network for Next POI Recommendation
inferredcites →https://doi.org/10.1145/3340531.3411897openalex-snapshot
Improving End-to-End Sequential Recommendations with Intent-aware Diversification
inferredcites →https://doi.org/10.1145/3340531.3411905openalex-snapshot
Learning Graph-Based Geographical Latent Representation for Point-of-Interest Recommendation
inferredcites →https://doi.org/10.1145/3340531.3411949openalex-snapshot
Neural Logic Reasoning
inferredcites →https://doi.org/10.1145/3357384.3357895openalex-snapshot
BERT4Rec
inferredcites →https://doi.org/10.1145/3366423.3380170openalex-snapshot
Next Point-of-Interest Recommendation on Resource-Constrained Mobile Devices
inferredcites →https://doi.org/10.1145/3383313.3412489openalex-snapshot
Are We Evaluating Rigorously? Benchmarking Recommendation for Reproducible Evaluation and Fair Comparison
inferredcites →https://doi.org/10.1145/3394486.3403252openalex-snapshot
Geography-Aware Sequential Location Recommendation
inferredcites →https://doi.org/10.1145/3397271.3401063openalex-snapshot
LightGCN
inferredcites →https://doi.org/10.1145/3397271.3401123openalex-snapshot
Neighbor Interaction Aware Graph Convolution Networks for Recommendation
inferredcites →https://doi.org/10.1145/3426723openalex-snapshot
Deep Learning for Sequential Recommendation
inferredcites →https://doi.org/10.1145/3442381.3449973openalex-snapshot
Neural Collaborative Reasoning
inferredcites →https://doi.org/10.1145/3460198openalex-snapshot
Sequential-Knowledge-Aware Next POI Recommendation: A Meta-Learning Approach
inferredcites →https://doi.org/10.1145/3464300openalex-snapshot
CHA: Categorical Hierarchy-based Attention for Next POI Recommendation
inferredcites →https://doi.org/10.1145/3511700openalex-snapshot
Position-Enhanced and Time-aware Graph Convolutional Network for Sequential Recommendations
inferredcites →https://doi.org/10.1155/2021/6692313openalex-snapshot
A Spatial‐Temporal Self‐Attention Network (STSAN) for Location Prediction
inferredcites →https://doi.org/10.1162/neco.1997.9.8.1735openalex-snapshot
Long Short-Term Memory
inferredcites →https://doi.org/10.1609/aaai.v30i1.9971openalex-snapshot
Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts
inferredcites →https://doi.org/10.24963/ijcai.2018/324openalex-snapshot
HST-LSTM: A Hierarchical Spatial-Temporal Long-Short Term Memory Network for Location Prediction
inferredcites →https://doi.org/10.24963/ijcai.2019/250openalex-snapshot
Geo-ALM: POI Recommendation by Fusing Geographical Information and Adversarial Learning Mechanism
inferredcites →https://doi.org/10.3390/app10196664openalex-snapshot
MTPR: A Multi-Task Learning Based POI Recommendation Considering Temporal Check-Ins and Geographical Locations

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-981-96-8180-8_24openalex-snapshot
Next Point-of-Interest Recommendation Algorithm Based on Spatial-Temporal Knowledge Graph and User Dual-Level Preferences
inferred← citeshttps://doi.org/10.1007/978-981-97-7235-3_24openalex-snapshot
Capturing Fine and Coarse Grained User Preferences with Dual-Transformer for Next POI Recommendation
inferred← citeshttps://doi.org/10.1007/s10489-025-06290-yopenalex-snapshot
A user preference knowledge graph incorporating spatio-temporal transfer features for next POI recommendation
inferred← citeshttps://doi.org/10.1016/j.eswa.2024.124894openalex-snapshot
Modeling multi-factor user preferences based on Transformer for next point of interest recommendation
inferred← citeshttps://doi.org/10.1016/j.eswa.2025.127850openalex-snapshot
Disentangling Long- and Short-term Preferences Based on Latent Commonalities Enhancement for Next Point-of-Interest Recommendation
inferred← citeshttps://doi.org/10.1016/j.neucom.2025.131511openalex-snapshot
FMSF: Future-preference modeling with similar-user features for next POI recommendation
inferred← citeshttps://doi.org/10.1016/j.neunet.2025.107212openalex-snapshot
COSTA: Contrastive Spatial and Temporal Debiasing framework for next POI recommendation
inferred← citeshttps://doi.org/10.1109/access.2025.3647754openalex-snapshot
Adaptive Fusion of Dual-Scale Preference Disentanglement for Next POI Recommendation
inferred← citeshttps://doi.org/10.1109/cai59869.2024.00277openalex-snapshot
Where to Move Next: Zero-shot Generalization of LLMs for Next POI Recommendation
inferred← citeshttps://doi.org/10.1109/iccwamtip64812.2024.10873655openalex-snapshot
Incremental Multi-Feature Learning for Point-of-Interest Recommendation
inferred← citeshttps://doi.org/10.1109/jiot.2025.3620464openalex-snapshot
Leveraging Knowledge Graph and Mining User Multiple Preferences for Next Point-of-Interest Recommendation
inferred← citeshttps://doi.org/10.1145/3709137openalex-snapshot
TCKT: Tree-Based Cross-domain Knowledge Transfer for Next POI Cold-Start Recommendation
inferred← citeshttps://doi.org/10.3389/fnbot.2024.1428785openalex-snapshot
Multi-granularity contrastive learning model for next POI recommendation
inferred← citeshttps://doi.org/10.3390/ijgi14080302openalex-snapshot
Predicting the Next Location of Urban Individuals via a Representation-Enhanced Multi-View Learning Network
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