Invariant Representation Learning in Multimedia Recommendation with Modality Alignment and Model Fusion

Multimedia recommendation systems aim to accurately predict user preferences from multimodal data. However, existing methods may learn a recommendation model from spurious features, i.e., appearing to be related to an outcome but actually having no causal relationship with the outcome, leading to po...

Full description

Saved in:
Bibliographic Details
Main Authors: Xinghang Hu, Haiteng Zhang
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/27/1/56
Tags: Add Tag
No Tags, Be the first to tag this record!