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(2017CIKM) Serm A recurrent model for next location prediction in semantic trajectories
(2017CIKM) Serm A recurrent model for next location prediction in semantic trajectories
 
 
(2017CORR) NEXT A Neural Network Framework for Next POI Recommendation
(2017CORR) NEXT A Neural Network Framework for Next POI Recommendation
 
 
(2017IJCAI) Category-aware Next Point-of-Interest Recommendation via Listwise Bayesian Personalized Ranking
(2017IJCAI) Category-aware Next Point-of-Interest Recommendation via Listwise Bayesian Personalized Ranking
 
 
(2018CORR) Personalized Next Point-of-Interest Recommendation via Latent Behavior Patterns Inference
(2018CORR) Personalized Next Point-of-Interest Recommendation via Latent Behavior Patterns Inference
 
 
(2018CORR) Where to Go Next A Spatio-temporal LSTM model for Next POI Recommendation
(2018CORR) Where to Go Next A Spatio-temporal LSTM model for Next POI Recommendation
 
 
(2018ICDM) Next Point-of-Interest Recommendation with Temporal and Multi-level Context Attention
(2018ICDM) Next Point-of-Interest Recommendation with Temporal and Multi-level Context Attention
 
 
(2018ICDM) Self-attentive sequential recommendation
(2018ICDM) Self-attentive sequential recommendation
 
 
(2018IJCAI) HST-LSTM A Hierarchical Spatial-Temporal Long-Short Term Memory Network for Location Prediction
(2018IJCAI) HST-LSTM A Hierarchical Spatial-Temporal Long-Short Term Memory Network for Location Prediction
 
 
(2018WWW) Deepmove Predicting human mobility with attentional recurrent networks
(2018WWW) Deepmove Predicting human mobility with attentional recurrent networks
 
 
(2019AAAI) Where to Go Next A Spatio-Temporal Gated Network for Next POI Recommendation
(2019AAAI) Where to Go Next A Spatio-Temporal Gated Network for Next POI Recommendation
 
 
(2019CIKM) Long- and Short-term Preference Learning for Next POI Recommendation
(2019CIKM) Long- and Short-term Preference Learning for Next POI Recommendation
 
 
(2019TOIS) Next and Next New POI Recommendation via Latent Behavior Pattern Inference
(2019TOIS) Next and Next New POI Recommendation via Latent Behavior Pattern Inference
 
 
(2019WWW) R2SIGTP a Novel Real-Time Recommendation System with Integration of Geography and Temporal Preference for Next Point-of-Interest
(2019WWW) R2SIGTP a Novel Real-Time Recommendation System with Integration of Geography and Temporal Preference for Next Point-of-Interest
 
 
(2020AAAI) An Attentional Recurrent Neural Network for Personalized Next Location Recommendation
(2020AAAI) An Attentional Recurrent Neural Network for Personalized Next Location Recommendation
 
 
(2020AAAI) Where to Go Next Modeling Long- and Short-Term User Preferences for Point-of-Interest Recommendation
(2020AAAI) Where to Go Next Modeling Long- and Short-Term User Preferences for Point-of-Interest Recommendation
 
 
(2020CIKM) STP-UDGAT Spatial-Temporal-Preference User Dimensional Graph Attention Network for Next POI Recommendation
(2020CIKM) STP-UDGAT Spatial-Temporal-Preference User Dimensional Graph Attention Network for Next POI Recommendation
 
 
(2020CORR) SANST A Self-Attentive Network for Next Point-of-Interest Recommendation
(2020CORR) SANST A Self-Attentive Network for Next Point-of-Interest Recommendation
 
 
(2020IJCAI) Location Prediction over Sparse User Mobility Traces Using RNNs Flashback in Hidden States
(2020IJCAI) Location Prediction over Sparse User Mobility Traces Using RNNs Flashback in Hidden States
 
 
(2020IJCAI) An Interactive Multi-Task Learning Framework for Next POI Recommendation with Uncertain Check-ins
(2020IJCAI) An Interactive Multi-Task Learning Framework for Next POI Recommendation with Uncertain Check-ins
 
 
(2020IJCAI) Discovering Subsequence Patterns for Next POI Recommendation
(2020IJCAI) Discovering Subsequence Patterns for Next POI Recommendation
 
 
(2020KDD) Geography-Aware Sequential Location Recommendation
(2020KDD) Geography-Aware Sequential Location Recommendation
 
 
(2020SIGIR) HME A Hyperbolic Metric Embedding Approach for Next-POI Recommendation
(2020SIGIR) HME A Hyperbolic Metric Embedding Approach for Next-POI Recommendation
 
 
(2020TKDE) Personalized Long- and Short-term Preference Learning for Next POI Recommendation
(2020TKDE) Personalized Long- and Short-term Preference Learning for Next POI Recommendation
 
 
(2020WSDM) Context‑aware deep model for joint mobility and time prediction
(2020WSDM) Context‑aware deep model for joint mobility and time prediction
 
 
(2020WSDM) Time Interval Aware Self-Attention for Sequential Recommendation
(2020WSDM) Time Interval Aware Self-Attention for Sequential Recommendation
 
 
(2020WWW) A Category-Aware Deep Model for Successive POI Recommendation on Sparse Check-in Data
(2020WWW) A Category-Aware Deep Model for Successive POI Recommendation on Sparse Check-in Data
 
 
(2020WWW) Next Point-of-Interest Recommendation on Resource-Constrained Mobile Devices
(2020WWW) Next Point-of-Interest Recommendation on Resource-Constrained Mobile Devices
 
 
(2021CIKM) LightMove A Lightweight Next-POI Recommendation for Taxicab Rooftop Advertising
(2021CIKM) LightMove A Lightweight Next-POI Recommendation for Taxicab Rooftop Advertising
 
 
(2021CORR) CANS-Net Context-Aware Non-Successive Modeling Network for Next Point-of-Interest Recommendation
(2021CORR) CANS-Net Context-Aware Non-Successive Modeling Network for Next Point-of-Interest Recommendation
 
 
(2021IJCAI) Discovering Collaborative Signals for Next POI Recommendation with Iterative Seq2Graph Augmentation
(2021IJCAI) Discovering Collaborative Signals for Next POI Recommendation with Iterative Seq2Graph Augmentation
 
 
(2021IJCAI) Location Predicts You Location Prediction via Bi-direction Speculation and Dual-level Association
(2021IJCAI) Location Predicts You Location Prediction via Bi-direction Speculation and Dual-level Association
 
 
(2021IJCAI) MFNP A Meta-optimized Model for Few-shot Next POI Recommendation
(2021IJCAI) MFNP A Meta-optimized Model for Few-shot Next POI Recommendation
 
 
(2021KDD) Curriculum Meta-Learning for Next POI Recommendation
(2021KDD) Curriculum Meta-Learning for Next POI Recommendation
 
 
(2021TOIS) CHA Categorical Hierarchy-based Attention for Next POI Recommendation
(2021TOIS) CHA Categorical Hierarchy-based Attention for Next POI Recommendation
 
 
(2021TOIS) Sequential-knowledge-aware Next POI Recommendation A Meta-learning Approach
(2021TOIS) Sequential-knowledge-aware Next POI Recommendation A Meta-learning Approach
 
 
(2021WSDM) Origin-Aware Next Destination Recommendation with Personalized Preference Attention
(2021WSDM) Origin-Aware Next Destination Recommendation with Personalized Preference Attention
 
 
(2021WWW) STAN Spatio-Temporal Attention Network for Next Location Recommendation
(2021WWW) STAN Spatio-Temporal Attention Network for Next Location Recommendation
 
 
(2022 KDD) Graph-Flashback Network for Next Location Recommendation
(2022 KDD) Graph-Flashback Network for Next Location Recommendation
 
 
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.gitattributes
 
 
README.md
README.md
 
 

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Next-POI-Recommendation (Updating...)

2017-2022 "next poi recommendation" papers

AAAI

2019

Where to Go Next: A Spatio-Temporal Gated Network for Next POI Recommendation

2020

Where to Go Next: Modeling Long- and Short-Term User Preferences for Point-of-Interest Recommendation

An Attentional Recurrent Neural Network for Personalized Next Location Recommendation

CIKM

2019

Long- and Short-term Preference Learning for Next POI Recommendation

2020

STP-UDGAT: Spatial-Temporal-Preference User Dimensional Graph Attention Network for Next POI Recommendation

CoRR

2017

NEXT: A Neural Network Framework for Next POI Recommendation

2018

Personalized Next Point-of-Interest Recommendation via Latent Behavior Patterns Inference

Where to Go Next: A Spatio-temporal LSTM model for Next POI Recommendation

2020

SANST: A Self-Attentive Network for Next Point-of-Interest Recommendation

2021

CANS-Net: Context-Aware Non-Successive Modeling Network for Next Point-of-Interest Recommendation

LightMove: A Lightweight Next-POI Recommendation for Taxicab Rooftop Advertising

ICDM

2018

Next Point-of-Interest Recommendation with Temporal and Multi-level Context Attention

IJCAI

2017

Category-aware Next Point-of-Interest Recommendation via Listwise Bayesian Personalized Ranking

2020

Discovering Subsequence Patterns for Next POI Recommendation

An Interactive Multi-Task Learning Framework for Next POI Recommendation with Uncertain Check-ins

2021

MFNP: A Meta-optimized Model for Few-shot Next POI Recommendation

Discovering Collaborative Signals for Next POI Recommendation with Iterative Seq2Graph Augmentation

SIGIR

2020

HME: A Hyperbolic Metric Embedding Approach for Next-POI Recommendation

SIGKDD

2021

Curriculum Meta-Learning for Next POI Recommendation

TOIS

2019

Next and Next New POI Recommendation via Latent Behavior Pattern Inference

2021

Sequential-knowledge-aware Next POI Recommendation: A Meta-learning Approach

WWW

2019

R2SIGTP: a Novel Real-Time Recommendation System with Integration of Geography and Temporal Preference for Next Point-of-Interest

2020

Next Point-of-Interest Recommendation on Resource-Constrained Mobile Devices

A Category-Aware Deep Model for Successive POI Recommendation on Sparse Check-in Data

2021

STAN: Spatio-Temporal Attention Network for Next Location Recommendation

HOPE:ahybriddeepneuralmodelforout-of-town next POI recommendation

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