no code implementations • 2 Apr 2024 • Yunshan Ma, Yingzhi He, Wenjun Zhong, Xiang Wang, Roger Zimmermann, Tat-Seng Chua
However, the cross-item relations have been under-explored in the current multimodal pre-train models.
1 code implementation • 28 Nov 2023 • Yunshan Ma, Yingzhi He, Xiang Wang, Yinwei Wei, Xiaoyu Du, Yuyangzi Fu, Tat-Seng Chua
It does, however, have two limitations: 1) the two-view formulation does not fully exploit all the heterogeneous relations among users, bundles and items; and 2) the "early contrast and late fusion" framework is less effective in capturing user preference and difficult to generalize to multiple views.
1 code implementation • 1 Jun 2022 • Yunshan Ma, Yingzhi He, An Zhang, Xiang Wang, Tat-Seng Chua
Recent methods usually take advantage of both user-bundle and user-item interactions information to obtain informative representations for users and bundles, corresponding to bundle view and item view, respectively.