Yidong Wu

Adaptive Gradient Masking for Balancing ID and MLLM-based Representations in Recommendation

In large-scale recommendation systems, multimodal (MM) content is increasingly introduced to enhance the generalization of ID features. The rise of Multimodal Large Language Models (MLLMs) enables the construction of unified user and item representations. However, the semantic distribution gap betwe…