GETNext: trajectory flow map enhanced transformer for next POI recommendation

S Yang, J Liu, K Zhao - Proceedings of the 45th International ACM SIGIR …, 2022 - dl.acm.org
Next POI recommendation intends to forecast users' immediate future movements given their
current status and historical information, yielding great values for both users and service …

Graph-flashback network for next location recommendation

X Rao, L Chen, Y Liu, S Shang, B Yao… - Proceedings of the 28th …, 2022 - dl.acm.org
Next Point-of Interest (POI) recommendation plays an important role in location-based
applications, which aims to recommend the next POIs to users that they are most likely to …

A survey on graph representation learning methods

S Khoshraftar, A An - ACM Transactions on Intelligent Systems and …, 2024 - dl.acm.org
Graph representation learning has been a very active research area in recent years. The
goal of graph representation learning is to generate graph representation vectors that …

Spatio-temporal hypergraph learning for next POI recommendation

X Yan, T Song, Y Jiao, J He, J Wang, R Li… - Proceedings of the 46th …, 2023 - dl.acm.org
Next Point-of-Interest (POI) recommendation task focuses on predicting the immediate next
position a user would visit, thus providing appealing location advice. In light of this, graph …