2 papers
cs.IR2025
LD4MRec: Simplifying and Powering Diffusion Model for Multimedia Recommendation
Jiarui Zhu, Jun Hou, Penghang Yu +2
Multimedia recommendation aims to predict users' future behaviors based on observed behaviors and item content information. However, the inherent noise contained in observed behavi…
cs.IR2025
BeFA: A General Behavior-driven Feature Adapter for Multimedia Recommendation
Qile Fan, Penghang Yu, Zhiyi Tan +2
Multimedia recommender systems focus on utilizing behavioral information and content information to model user preferences. Typically, it employs pre-trained feature encoders to ex…