Pin-Yu Pan

L2Rec achieves superior personalized recommendations by harmonizing behavioral and semantic signals within a single LLM framework, significantly boosting user engagement.

By disentangling shared and modality-specific information and incorporating hierarchical structure, Hi-SAM achieves a 6.55% gain in a core online metric in a large-scale social platform, outperforming SOTA recommendation systems.