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Hierarchical Transformer with Spatio-temporal Context Aggregation for Next Point-of-interest Recommendation
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1016/j.neucom.2021.05.114openalex-snapshot
A survey on deep learning based Point-of-Interest (POI) recommendations
inferredcites →https://doi.org/10.1109/cvpr.2016.90openalex-snapshot
Deep Residual Learning for Image Recognition
inferredcites →https://doi.org/10.1109/iccv.2017.89openalex-snapshot
Deformable Convolutional Networks
inferredcites →https://doi.org/10.1109/iccv48922.2021.00061openalex-snapshot
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions
inferredcites →https://doi.org/10.1109/iccv48922.2021.00986openalex-snapshot
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
inferredcites →https://doi.org/10.1109/icde53745.2022.00202openalex-snapshot
Spatial-Temporal Interval Aware Sequential POI Recommendation
inferredcites →https://doi.org/10.1109/icdm.2002.1183878openalex-snapshot
Proceedings 2002 IEEE International Conference on Data Mining. ICDM 2002
inferredcites →https://doi.org/10.1109/icdm.2016.0030openalex-snapshot
Fusing Similarity Models with Markov Chains for Sparse Sequential Recommendation
inferredcites →https://doi.org/10.1109/icdm.2018.00035openalex-snapshot
Self-Attentive Sequential Recommendation
inferredcites →https://doi.org/10.1109/tsmc.2014.2327053openalex-snapshot
Modeling User Activity Preference by Leveraging User Spatial Temporal Characteristics in LBSNs
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/10.1145/2009916.2009962openalex-snapshot
Exploiting geographical influence for collaborative point-of-interest recommendation
inferredcites →https://doi.org/10.1145/2484028.2484030openalex-snapshot
Time-aware point-of-interest 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/10.1145/3038912.3052569openalex-snapshot
Neural Collaborative Filtering
inferredcites →https://doi.org/10.1145/3041658openalex-snapshot
A Neural Network Approach to Jointly Modeling Social Networks and Mobile Trajectories
inferredcites →https://doi.org/10.1145/3109859.3109882openalex-snapshot
Translation-based Recommendation
inferredcites →https://doi.org/10.1145/3159652.3159656openalex-snapshot
Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding
inferredcites →https://doi.org/10.1145/3209978.3210017openalex-snapshot
Improving Sequential Recommendation with Knowledge-Enhanced Memory Networks
inferredcites →https://doi.org/10.1145/3289600.3290975openalex-snapshot
A Simple Convolutional Generative Network for Next Item Recommendation
inferredcites →https://doi.org/10.1145/3292500.3330781openalex-snapshot
Topic-Enhanced Memory Networks for Personalised Point-of-Interest Recommendation
inferredcites →https://doi.org/10.1145/3336191.3371786openalex-snapshot
Time Interval Aware Self-Attention for Sequential Recommendation
inferredcites →https://doi.org/10.1145/3340531.3411908openalex-snapshot
Beyond 512 Tokens: Siamese Multi-depth Transformer-based Hierarchical Encoder for Long-Form Document Matching
inferredcites →https://doi.org/10.1145/3354187openalex-snapshot
Next and Next New POI Recommendation via Latent Behavior Pattern Inference
inferredcites →https://doi.org/10.1145/3383313.3412258openalex-snapshot
SSE-PT: Sequential Recommendation Via Personalized Transformer
inferredcites →https://doi.org/10.1145/3394486.3403252openalex-snapshot
Geography-Aware Sequential Location Recommendation
inferredcites →https://doi.org/10.1145/3404835.3462855openalex-snapshot
Counterfactual Data-Augmented Sequential Recommendation
inferredcites →https://doi.org/10.1145/3442381.3449998openalex-snapshot
STAN: Spatio-Temporal Attention Network for Next Location Recommendation
inferredcites →https://doi.org/10.1145/3442381.3450109openalex-snapshot
A Novel Macro-Micro Fusion Network for User Representation Learning on Mobile Apps
inferredcites →https://doi.org/10.1145/3447548.3467132openalex-snapshot
Curriculum Meta-Learning for Next POI Recommendation
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/10.1145/3474085.3475467openalex-snapshot
DPT: Deformable Patch-based Transformer for Visual Recognition
inferredcites →https://doi.org/10.1145/3477495.3531989openalex-snapshot
Hierarchical Multi-Task Graph Recurrent Network for Next POI Recommendation
inferredcites →https://doi.org/10.1145/3477495.3532012openalex-snapshot
Learning Graph-based Disentangled Representations for Next POI Recommendation
inferredcites →https://doi.org/10.1145/3485447.3512111openalex-snapshot
Filter-enhanced MLP is All You Need for Sequential Recommendation
inferredcites →https://doi.org/10.1145/3488560.3498400openalex-snapshot
Predicting Human Mobility via Graph Convolutional Dual-attentive Networks
inferredcites →https://doi.org/10.1145/3508478openalex-snapshot
A Systematic Analysis on the Impact of Contextual Information on Point-of-Interest Recommendation
inferredcites →https://doi.org/10.1145/3534678.3539383openalex-snapshot
Graph-Flashback Network for Next Location Recommendation
inferredcites →https://doi.org/10.1609/aaai.v30i1.9994openalex-snapshot
Inferring a Personalized Next Point-of-Interest Recommendation Model with Latent Behavior Patterns
inferredcites →https://doi.org/10.1609/aaai.v31i1.10500openalex-snapshot
POI2Vec: Geographical Latent Representation for Predicting Future Visitors
inferredcites →https://doi.org/10.1609/aaai.v33i01.33015877openalex-snapshot
Where to Go Next: A Spatio-Temporal Gated Network for Next POI Recommendation
inferredcites →https://doi.org/10.1609/aaai.v34i01.5337openalex-snapshot
An Attentional Recurrent Neural Network for Personalized Next Location Recommendation
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/10.17863/cam.40228openalex-snapshot
Topic-Enhanced Memory Networks for Personalised Point-of-Interest Recommendation
inferredcites →https://doi.org/10.18653/v1/2020.findings-emnlp.232openalex-snapshot
Blockwise Self-Attention for Long Document Understanding
inferredcites →https://doi.org/10.18653/v1/2021.acl-short.107openalex-snapshot
Hi-Transformer: Hierarchical Interactive Transformer for Efficient and Effective Long Document Modeling
inferredcites →https://doi.org/10.18653/v1/p19-1499openalex-snapshot
HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization
inferredcites →https://doi.org/10.18653/v1/p19-1500openalex-snapshot
Hierarchical Transformers for Multi-Document Summarization
inferredcites →https://doi.org/10.2307/143141openalex-snapshot
A Computer Movie Simulating Urban Growth in the Detroit Region
inferredcites →https://doi.org/10.24963/ijcai.2017/504openalex-snapshot
What to Do Next: Modeling User Behaviors by Time-LSTM
inferredcites →https://doi.org/10.24963/ijcai.2018/546openalex-snapshot
Sequential Recommender System based on Hierarchical Attention Networks
inferredcites →https://doi.org/10.24963/ijcai.2019/547openalex-snapshot
Graph Contextualized Self-Attention Network for Session-based Recommendation
inferredcites →https://doi.org/10.24963/ijcai.2020/445openalex-snapshot
Discovering Subsequence Patterns for Next POI Recommendation
inferredcites →https://doi.org/10.24963/ijcai.2021/206openalex-snapshot
Discovering Collaborative Signals for Next POI Recommendation with Iterative Seq2Graph Augmentation
inferredcites →https://doi.org/10.24963/ijcai.2021/415openalex-snapshot
MFNP: A Meta-optimized Model for Few-shot Next POI Recommendation
inferredcites →https://doi.org/10.24963/ijcai.2021/74openalex-snapshot
Location Predicts You: Location Prediction via Bi-direction Speculation and Dual-level Association
inferredcites →https://doi.org/10.24963/ijcai.2022/521openalex-snapshot
Next Point-of-Interest Recommendation with Inferring Multi-step Future Preferences
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
inferred← citeshttps://doi.org/10.1007/978-3-032-33260-8_13openalex-snapshot
Differentially-Private Synthetic Visit Infilling with Transformers
inferred← citeshttps://doi.org/10.1007/978-3-032-34374-1_12openalex-snapshot
POI Recommendation with Multi-granular Weather Information
inferred← citeshttps://doi.org/10.1007/978-981-97-5618-6_27openalex-snapshot
Next Points of Interest Recommendations Based on Spatio-Temporal-Category Pattern Information
inferred← citeshttps://doi.org/10.1007/s11280-022-01121-3openalex-snapshot
PreCLN: Pretrained-based contrastive learning network for vehicle trajectory prediction
inferred← citeshttps://doi.org/10.1016/j.asoc.2025.114095openalex-snapshot
Disentangling multi-factor effects via graph contrastive learning for travel 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.2024.125217openalex-snapshot
HyGate-GCN: Hybrid-Gate-Based Graph Convolutional Networks with dynamical ratings estimation for personalized POI 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.eswa.2025.130765openalex-snapshot
GANPOI: A multi-factor generative adversarial framework for POI recommendation
inferred← citeshttps://doi.org/10.1016/j.eswa.2026.131500openalex-snapshot
Multi-channel next point-of-interest recommendation with user multi-dimensional preferences
inferred← citeshttps://doi.org/10.1016/j.eswa.2026.133106openalex-snapshot
FedLHSSG: A federated framework for POI recommendation using local hypergraph with shared spatial graph
inferred← citeshttps://doi.org/10.1016/j.eswa.2026.133539openalex-snapshot
HyBERT-Next: A hierarchical framework integrating hypergraph convolution and transformer for multi-level next POI recommendation
inferred← citeshttps://doi.org/10.1016/j.eswa.2026.133771openalex-snapshot
FMMCRec: Exploring where you’ll go, across spatio-temporal and frequency domains
inferred← citeshttps://doi.org/10.1016/j.eswa.2026.134165openalex-snapshot
CoTDN: A counterfactual temporal debiasing network for POI recommendation
inferred← citeshttps://doi.org/10.1016/j.ijcce.2025.10.010openalex-snapshot
Spatio-temporal adaptive fusion transformer for next POI recommendation
inferred← citeshttps://doi.org/10.1016/j.neucom.2025.130773openalex-snapshot
MCGT: Multi-Class Graph Model driven Transformer 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/10.1016/j.neunet.2025.107290openalex-snapshot
GeM: Gaussian embeddings with Multi-hop graph transfer for next POI recommendation
inferred← citeshttps://doi.org/10.1016/j.neunet.2026.109087openalex-snapshot
STMamba-GC: Spatiotemporal Mamba with graph contrastive learning for next POI recommendation
inferred← citeshttps://doi.org/10.1038/s41598-025-93052-yopenalex-snapshot
GOAT: a novel global-local optimized graph transformer framework for predicting student performance in collaborative learning
inferred← citeshttps://doi.org/10.1109/access.2025.3593978openalex-snapshot
Dual Branch Graph Representation Learning-Based Approach for Next Point-of-Interest Recommendation
inferred← citeshttps://doi.org/10.1109/bigdata62323.2024.10825813openalex-snapshot
Forecasting Unseen Points of Interest Visits Using Context and Proximity Priors
inferred← citeshttps://doi.org/10.1109/ichms59971.2024.10555827openalex-snapshot
FedDist-POIRec: Federated Distillation for Point-Of-Interest Recommendation in Human Mobility Prediction
inferred← citeshttps://doi.org/10.1109/icws67624.2025.00095openalex-snapshot
POI-Based Edge Service Deployment With Topology -Aware Optimization
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/10.1109/tcss.2025.3571758openalex-snapshot
Location Promoting Influence Maximization in Social Networks
inferred← citeshttps://doi.org/10.1109/tits.2026.3654270openalex-snapshot
Cross-City Zero-Shot Transfer Learning for Next Location Prediction With Knowledge Aggregation and Selection Framework
inferred← citeshttps://doi.org/10.1109/tkde.2024.3397683openalex-snapshot
Bi-Level Graph Structure Learning for Next POI Recommendation
inferred← citeshttps://doi.org/10.1109/tkde.2025.3551292openalex-snapshot
A Survey on Point-of-Interest Recommendation: Models, Architectures, and Security
inferred← citeshttps://doi.org/10.1109/tsc.2025.3607918openalex-snapshot
FedHGS: A Federated Point-of-Interest Recommendation Method Based on Heterogeneous Graph Semantics
inferred← citeshttps://doi.org/10.1145/3664651openalex-snapshot
MvStHgL: Multi-View Hypergraph Learning with Spatial-Temporal Periodic Interests for Next POI Recommendation
inferred← citeshttps://doi.org/10.1145/3678717.3691303openalex-snapshot
TrajGPT: Controlled Synthetic Trajectory Generation Using a Multitask Transformer-Based Spatiotemporal Model
inferred← citeshttps://doi.org/10.1145/3681765.3698454openalex-snapshot
Back to Bayesics: Uncovering Human Mobility Distributions and Anomalies with an Integrated Statistical and Neural Framework
inferred← citeshttps://doi.org/10.1145/3688801openalex-snapshot
CrossFormer: Cross-Modal Representation Learning via Heterogeneous Graph Transformer
inferred← citeshttps://doi.org/10.1145/3711896.3737129openalex-snapshot
SILO: Semantic Integration for Location Prediction with Large Language Models
inferred← citeshttps://doi.org/10.2139/ssrn.5988660openalex-snapshot
GSTRDFA: A Spatio-Temporal Knowledge Graph Enhanced POI Recommendation Method
inferred← citeshttps://doi.org/10.2139/ssrn.6862099openalex-snapshot
Unlocking the Potential of Spatio-Temporal Hypergraphs with Frequency-Domain Gated Fusion for Next Point-of-Interest Recommendation
inferred← citeshttps://doi.org/10.3390/app14167010openalex-snapshot
Extracting Representations from Multi-View Contextual Graphs via Convolutional Neural Networks for Point-of-Interest Recommendation
inferred← citeshttps://doi.org/10.3390/ijgi14110437openalex-snapshot
DCal-Rec: A Spatio-Temporal Distribution Calibration Framework for Next-POI Recommendation
inferred← citeshttps://doi.org/10.3390/ijgi15090381openalex-snapshot
A Global Spatio-Temporal Relationship- and Dynamic Friendship-Aware POI Recommendation Method
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