Wu-Liang Huang

Rethinking User Encoders: Routing Diffusion States for Scenario-Adaptive User Representation

Existing large language model (LLM)-based user encoders serialize heterogeneous behavioral logs and compress them into static representations through autoregressive (AR) prediction. However, their unidirectional constraint limits bidirectional information flow, hindering cross-modal interactions and the joint preservat...