4 papers
Mag-Mamba: Modeling Coupled spatiotemporal Asymmetry for POI Recommendation
Zhuoxuan Li, Tangwei Ye, Jieyuan Pei +6
Next Point-of-Interest (POI) recommendation is a critical task in location-based services, yet it faces the fundamental challenge of coupled spatiotemporal asymmetry inherent in ur…
GTR-Mamba: Geometry-to-Tangent Routing Mamba for Hyperbolic POI Recommendation
Zhuoxuan Li, Jieyuan Pei, Tangwei Ye +5
Next Point-of-Interest (POI) recommendation is a critical task in modern Location-Based Social Networks (LBSNs), aiming to model the complex decision-making process of human mobili…
The Sonar Moment: Benchmarking Audio-Language Models in Audio Geo-Localization
Ruixing Zhang, Zihan Liu, Leilei Sun +2
Geo-localization aims to infer the geographic origin of a given signal. In computer vision, geo-localization has served as a demanding benchmark for compositional reasoning and is…
Multi-Behavior Generative Recommendation
Zihan Liu, Yupeng Hou, Julian McAuley
Multi-behavior sequential recommendation (MBSR) aims to incorporate behavior types of interactions for better recommendations. Existing approaches focus on the next-item prediction…