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Sequential-Knowledge-Aware Next POI Recommendation: A Meta-Learning Approach

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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/s11704-018-8011-2openalex-snapshot
NEXT: a neural network framework for next POI recommendation
inferredcites →https://doi.org/10.1016/j.neucom.2019.12.122openalex-snapshot
Exploiting geographical-temporal awareness attention for next point-of-interest recommendation
inferredcites →https://doi.org/10.1109/cvpr.2019.00010openalex-snapshot
Edge-Labeling Graph Neural Network for Few-Shot Learning
inferredcites →https://doi.org/10.1109/icdm.2018.00035openalex-snapshot
Self-Attentive Sequential Recommendation
inferredcites →https://doi.org/10.1109/icdm50108.2020.00075openalex-snapshot
Fast Adaptation for Cold-Start Collaborative Filtering with Meta-Learning
inferredcites →https://doi.org/10.1109/ijcnn.2019.8852100openalex-snapshot
Meta-Learning for User Cold-Start Recommendation
inferredcites →https://doi.org/10.1109/tkde.2018.2831682openalex-snapshot
NAIS: Neural Attentive Item Similarity Model for Recommendation
inferredcites →https://doi.org/10.1109/tkde.2018.2833443openalex-snapshot
Heterogeneous Information Network Embedding for Recommendation
inferredcites →https://doi.org/10.1145/2009916.2009962openalex-snapshot
Exploiting geographical influence for collaborative point-of-interest recommendation
inferredcites →https://doi.org/10.1145/2507157.2507182openalex-snapshot
Exploring temporal effects for location recommendation on location-based social networks
inferredcites →https://doi.org/10.1145/2661829.2662002openalex-snapshot
Exploiting Geographical Neighborhood Characteristics for Location Recommendation
inferredcites →https://doi.org/10.1145/2666310.2666400openalex-snapshot
LORE
inferredcites →https://doi.org/10.1145/2939672.2939673openalex-snapshot
Collaborative Knowledge Base Embedding for Recommender Systems
inferredcites →https://doi.org/10.1145/2939672.2939773openalex-snapshot
Unified Point-of-Interest Recommendation with Temporal Interval Assessment
inferredcites →https://doi.org/10.1145/2983323.2983711openalex-snapshot
Learning Graph-based POI Embedding for Location-based Recommendation
inferredcites →https://doi.org/10.1145/3109859.3109889openalex-snapshot
entity2rec
inferredcites →https://doi.org/10.1145/3159652.3159656openalex-snapshot
Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding
inferredcites →https://doi.org/10.1145/3159652.3170459openalex-snapshot
Exploiting Human Mobility Patterns for Point-of-Interest Recommendation
inferredcites →https://doi.org/10.1145/3178876.3186058openalex-snapshot
DeepMove
inferredcites →https://doi.org/10.1145/3231934openalex-snapshot
Efficient Learning-Based Recommendation Algorithms for Top- N Tasks and Top- N Workers in Large-Scale Crowdsourcing Systems
inferredcites →https://doi.org/10.1145/3292500.3330726openalex-snapshot
Sequential Scenario-Specific Meta Learner for Online Recommendation
inferredcites →https://doi.org/10.1145/3292500.3330859openalex-snapshot
MeLU
inferredcites →https://doi.org/10.1145/3292500.3330884openalex-snapshot
Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning
inferredcites →https://doi.org/10.1145/3292500.3330989openalex-snapshot
KGAT
inferredcites →https://doi.org/10.1145/3295499openalex-snapshot
Spatiotemporal Representation Learning for Translation-Based POI Recommendation
inferredcites →https://doi.org/10.1145/3308558.3313577openalex-snapshot
Learning from Multiple Cities: A Meta-Learning Approach for Spatial-Temporal Prediction
inferredcites →https://doi.org/10.1145/3308558.3313607openalex-snapshot
Jointly Learning Explainable Rules for Recommendation with Knowledge Graph
inferredcites →https://doi.org/10.1145/3314578openalex-snapshot
Deep Item-based Collaborative Filtering for Top-N Recommendation
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/10.1145/3340531.3411947openalex-snapshot
Multi-modal Knowledge Graphs for Recommender Systems
inferredcites →https://doi.org/10.1145/3357384.3358171openalex-snapshot
Long- and Short-term Preference Learning for Next POI Recommendation
inferredcites →https://doi.org/10.1145/3397271.3401049openalex-snapshot
HME
inferredcites →https://doi.org/10.14778/3115404.3115407openalex-snapshot
An experimental evaluation of point-of-interest recommendation in location-based social networks
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/10.1609/aaai.v32i1.12007openalex-snapshot
Meta Multi-Task Learning for Sequence Modeling
inferredcites →https://doi.org/10.1609/aaai.v34i01.5353openalex-snapshot
Where to Go Next: Modeling Long- and Short-Term User Preferences for Point-of-Interest Recommendation
inferredcites →https://doi.org/10.18653/v1/n18-2053openalex-snapshot
A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network
inferredcites →https://doi.org/10.24963/ijcai.2020/445openalex-snapshot
Discovering Subsequence Patterns for Next POI Recommendation
inferredcites →https://doi.org/10.3115/v1/d14-1179openalex-snapshot
Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation
inferredcites →https://doi.org/10.48550/arxiv.1605.06065openalex-snapshot
One-shot Learning with Memory-Augmented Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.1703.03400openalex-snapshot
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
inferredcites →https://doi.org/10.48550/arxiv.1911.04695openalex-snapshot
Learning from the Past: Continual Meta-Learning via Bayesian Graph Modeling

What points at this work

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

inferred← citeshttps://doi.org/10.1007/978-3-031-22018-0_12openalex-snapshot
A Systematic Review of Recommendation System Based on Deep Learning Methods
inferred← citeshttps://doi.org/10.1007/978-3-031-30672-3_31openalex-snapshot
Memory-Enhanced Period-Aware Graph Neural Network for General POI Recommendation
inferred← citeshttps://doi.org/10.1007/978-3-031-33380-4_25openalex-snapshot
Meta-learning Enhanced Next POI Recommendation by Leveraging Check-ins from Auxiliary Cities
inferred← citeshttps://doi.org/10.1007/978-3-031-94940-1_8openalex-snapshot
Integrating Contextual Information and Attention Mechanism in Recommendation Models
inferred← citeshttps://doi.org/10.1007/s00521-022-07825-xopenalex-snapshot
Beyond fixed time and space: next POI recommendation via multi-grained context and correlation
inferred← citeshttps://doi.org/10.1007/s00521-024-09711-0openalex-snapshot
Point-of-interest recommendation based on LBSN with multi-aspect fusion of social and individual features
inferred← citeshttps://doi.org/10.1007/s10489-022-03858-wopenalex-snapshot
STaTRL: Spatial-temporal and text representation learning for POI recommendation
inferred← citeshttps://doi.org/10.1007/s10844-025-00950-8openalex-snapshot
Time-aware graph flashback network for next location recommendation
inferred← citeshttps://doi.org/10.1007/s11042-023-17948-5openalex-snapshot
An improved sequential recommendation model based on spatial self-attention mechanism and meta learning
inferred← citeshttps://doi.org/10.1007/s11227-023-05278-0openalex-snapshot
Four-dimensional trust propagation model for improving the accuracy of recommender systems
inferred← citeshttps://doi.org/10.1007/s11280-024-01279-yopenalex-snapshot
Hyper-relational knowledge graph neural network for next POI recommendation
inferred← citeshttps://doi.org/10.1007/s13748-026-00451-xopenalex-snapshot
Multi-agent hierarchical Q-learning framework for point-of-interest recommendation in location-based social networks
inferred← citeshttps://doi.org/10.1016/j.entcom.2024.100660openalex-snapshot
Construction of personalized recommendation model for educational video game resources based on knowledge graph
inferred← citeshttps://doi.org/10.1016/j.eswa.2023.121931openalex-snapshot
Contrastive graph learning long and short-term interests for POI recommendation
inferred← citeshttps://doi.org/10.1016/j.eswa.2024.126204openalex-snapshot
Multi-supervisor association network cold start recommendation based on meta-learning
inferred← citeshttps://doi.org/10.1016/j.future.2023.03.003openalex-snapshot
SSAR-GNN: Self-Supervised Artist Recommendation from spatio-temporal perspectives in art history with Graph Neural Networks
inferred← citeshttps://doi.org/10.1016/j.ins.2022.12.024openalex-snapshot
FedPOIRec: Privacy-preserving federated poi recommendation with social influence
inferred← citeshttps://doi.org/10.1016/j.ipm.2024.103751openalex-snapshot
Dual-process theory-driven transparent approach for seniors to accept health misinformation detection results
inferred← citeshttps://doi.org/10.1016/j.jag.2025.104683openalex-snapshot
Learning dual context aware POI representations for geographic mapping
inferred← citeshttps://doi.org/10.1016/j.knosys.2023.110579openalex-snapshot
Relation-propagation meta-learning on an explicit preference graph for cold-start recommendation
inferred← citeshttps://doi.org/10.1016/j.knosys.2023.110884openalex-snapshot
KDRank: Knowledge-driven user-aware POI recommendation
inferred← citeshttps://doi.org/10.1016/j.knosys.2024.111674openalex-snapshot
ImNext: Irregular Interval Attention and Multi-task Learning for Next POI Recommendation
inferred← citeshttps://doi.org/10.1016/j.knosys.2024.112475openalex-snapshot
Continual knowledge graph embedding enhancement for joint interaction-based next click recommendation
inferred← citeshttps://doi.org/10.1109/access.2022.3194536openalex-snapshot
Recommendation Systems: An Insight Into Current Development and Future Research Challenges
inferred← citeshttps://doi.org/10.1109/access.2023.3310816openalex-snapshot
A Knowledge Graph Recommendation Approach Incorporating Contrastive and Relationship Learning
inferred← citeshttps://doi.org/10.1109/access.2024.3480215openalex-snapshot
Research on the Generation and Automatic Detection of Chinese Academic Writing
inferred← citeshttps://doi.org/10.1109/cac59555.2023.10450693openalex-snapshot
A Survey on Knowledge Graph-Based Recommender Systems
inferred← citeshttps://doi.org/10.1109/dcoss-iot65416.2025.00012openalex-snapshot
Benchmarking Clustered Federated Learning Algorithms for Next-Point Prediction
inferred← citeshttps://doi.org/10.1109/ddcls66240.2025.11065951openalex-snapshot
Hybrid Model Recommended for the Next POI
inferred← citeshttps://doi.org/10.1109/icassp49660.2025.10890625openalex-snapshot
HyperMST: Multi-scale Spatio-Temporal Hypercorrelation Network for POI Recommendation
inferred← citeshttps://doi.org/10.1109/icde65448.2025.00084openalex-snapshot
Exact and Efficient Similar Subtrajectory Search: Integrating Constraints and Simplification
inferred← citeshttps://doi.org/10.1109/icdm54844.2022.00032openalex-snapshot
Kernel-based Substructure Exploration for Next POI Recommendation
inferred← citeshttps://doi.org/10.1109/icesc60852.2024.10689933openalex-snapshot
Multimodal Knowledge Graph Completion Using CLIP-Enhanced Hyper-Node Relational Graph Attention Networks
inferred← citeshttps://doi.org/10.1109/mdm55031.2022.00055openalex-snapshot
CityCross: Transferring Attention-based Knowledge for Location-based Advertising Recommendation
inferred← citeshttps://doi.org/10.1109/tale62452.2024.10834324openalex-snapshot
Course Recommendation System Based on Course Knowledge Graph Generated by Large Language Models
inferred← citeshttps://doi.org/10.1109/tcbbio.2025.3581509openalex-snapshot
BTR-MCL: A Bioinformatics Tool Recommendation Method With Multi-View Contrastive Learning
inferred← citeshttps://doi.org/10.1109/tcss.2024.3396506openalex-snapshot
KGNext: Knowledge-Graph-Enhanced Transformer for Next POI Recommendation With Uncertain Check-Ins
inferred← citeshttps://doi.org/10.1109/tcss.2024.3411043openalex-snapshot
MetaGA: Metalearning With Graph-Attention for Improved Long-Tail Item Recommendation
inferred← citeshttps://doi.org/10.1109/tkde.2022.3218851openalex-snapshot
Pre-Trained Semantic Embeddings for POI Categories Based on Multiple Contexts
inferred← citeshttps://doi.org/10.1109/tkde.2023.3240832openalex-snapshot
Graph-Based Non-Sampling for Knowledge Graph Enhanced Recommendation
inferred← citeshttps://doi.org/10.1109/tkde.2024.3509480openalex-snapshot
Next Point-of-Interest Recommendation With Adaptive Graph Contrastive Learning
inferred← citeshttps://doi.org/10.1109/tmm.2025.3543045openalex-snapshot
Unbiased Meta Reinforcement Learning for Interactive Recommender Systems
inferred← citeshttps://doi.org/10.1145/3459637.3482283openalex-snapshot
PATROL
inferred← citeshttps://doi.org/10.1145/3459637.3482284openalex-snapshot
PeriodicMove
inferred← citeshttps://doi.org/10.1145/3477596openalex-snapshot
Graph Technologies for User Modeling and Recommendation: Introduction to the Special Issue - Part 1
inferred← citeshttps://doi.org/10.1145/3579895.3579934openalex-snapshot
Personalized Point-of-Interest Recommendation with Relation-Enhanced Graph Convolutional Network
inferred← citeshttps://doi.org/10.1145/3592789openalex-snapshot
A Multi-channel Next POI Recommendation Framework with Multi-granularity Check-in Signals
inferred← citeshttps://doi.org/10.1145/3597458openalex-snapshot
Multifaceted Relation-aware Meta-learning with Dual Customization for User Cold-start Recommendation
inferred← citeshttps://doi.org/10.1145/3597930openalex-snapshot
Hierarchical Transformer with Spatio-temporal Context Aggregation for Next Point-of-interest Recommendation
inferred← citeshttps://doi.org/10.1145/3605554openalex-snapshot
Pre-Training Across Different Cities for Next POI Recommendation
inferred← citeshttps://doi.org/10.1145/3610584openalex-snapshot
Learning Hierarchical Spatial Tasks with Visiting Relations for Next POI Recommendation
inferred← citeshttps://doi.org/10.1145/3617827openalex-snapshot
Dynamic Multimodal Fusion via Meta-Learning Towards Micro-Video Recommendation
inferred← citeshttps://doi.org/10.1145/3627824openalex-snapshot
A Spatial and Adversarial Representation Learning Approach for Land Use Classification with POIs
inferred← citeshttps://doi.org/10.1145/3649311openalex-snapshot
Few-shot Learning for Heterogeneous Information Networks
inferred← citeshttps://doi.org/10.1145/3649436openalex-snapshot
Collaborative Sequential Recommendations via Multi-view GNN-transformers
inferred← citeshttps://doi.org/10.1145/3698876openalex-snapshot
Meta-Learning to Rank for Sparsely Supervised Queries
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/10.1145/3733723.3733727openalex-snapshot
Enriching Spatial Indexes For User-Centric And Context-Aware Points Of Interest Search
inferred← citeshttps://doi.org/10.1145/3830081openalex-snapshot
Synergizing Large Language Model and Knowledge Graph for Cold-Start Recommendation
inferred← citeshttps://doi.org/10.3390/electronics12183939openalex-snapshot
A Knowledge-Graph-Driven Method for Intelligent Decision Making on Power Communication Equipment Faults
inferred← citeshttps://doi.org/10.3390/smartcities8030075openalex-snapshot
A Knowledge Graph-Enhanced Hidden Markov Model for Personalized Travel Routing: Integrating Spatial and Semantic Data in Urban Environments
inferred← citeshttps://doi.org/10.5954/icarob.2023.os3-4openalex-snapshot
User-movement Estimation in Social Media Sites Based on Seq2Seq Model
inferred← citeshttps://doi.org/10.7717/peerj-cs.2284openalex-snapshot
A feature-enhanced knowledge graph neural network for machine learning method recommendation
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