AAAI 2026technical0 citations

DiMA: Distinguishing Resident and Tourist Preferences via Multi-Modal LLM Alignment for Out-of-Town Cross-Domain Recommendation

Fan Zhang, Jinpeng Chen, Tao Wang, Huan Li, Senzhang Wang, Feifei Kou, Ye Ji, Kaimin Wei

Abstract

Out-of-Town (OOT) recommendation aims to provide personalized suggestions for users in unfamiliar cities. However, OOT recommendation faces two fundamental challenges: the difficulty of reasoning across modalities, as preference signals in disparate formats such as images and text are hard to compare; and the preference deviation problem, since a user

BibTeX
@inproceedings{aaai2026_dimadistinguishi,
  title = {DiMA: Distinguishing Resident and Tourist Preferences via Multi-Modal LLM Alignment for Out-of-Town Cross-Domain Recommendation},
  author = {Fan Zhang and Jinpeng Chen and Tao Wang and Huan Li and Senzhang Wang and Feifei Kou and Ye Ji and Kaimin Wei and Zhenye Yang},
  booktitle = {AAAI 2026},
  year = {2026}
}
DiMA: Distinguishing Resident and Tourist Preferences via Multi-Modal LLM Alignment for Out-of-Town Cross-Domain Recommendation · AAAI 2026