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cs.IR2026
SPADE: Spatiotemporal Preference Alignment and Diversity Enhancement for Local Search
Chenxu Wang, Wenxuan Yang, Yueqi Mou +3
Proactive query recommendation aims to suggest relevant search queries to users on the homepage of local service apps. Unlike conventional recommendation over a fixed item set, thi…
cs.IR2026
DualEvolve: Dual-Level Self-Evolution of Mechanism and Orchestration for Recommendation
Tianqi Gao, Chenxu Wang, Wenxuan Yang +4
Recommender systems are widely used in e-commerce and content platforms, where improvement requires repeated model design, training optimization, and experimental validation. Large…
cs.IR2024★ 7 cited
Personalized Image Generation with Large Multimodal Models
Yiyan Xu, Wenjie Wang, Yang Zhang +4
Personalized content filtering, such as recommender systems, has become a critical infrastructure to alleviate information overload. However, these systems merely filter existing c…