Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation.

@inproceedings{xiao-2026-multimodal, author = {Chuangbai Xiao and Yu Wang and Fei Liu and Zihan Wang and Yonghui Yang and Hongye Song and Richang Hong and Le Wu and Zhuo Feng and Yi Zhang and Le Wu and Zhuo Feng and Fei Liu and Zihan Wang and Chuangbai Xiao and Yu Wang and Hongye Song and Richang Hong}, editor = {Hannah Bast and Alistair Moffat and Falk Scholer and Marc Najork and Min Zhang and Hannah Bast and Marc Najork and Min Zhang}, title = {{Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation}}, booktitle = {{Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2026, MelbourneVICAustralia, July 20-24, 2026}}, pages = {1903--1913}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3805712.3809590}, doi = {https://doi.org/10.1145/3805712.3809590} }