M-scan: A Multi-Scenario Causal-driven Adaptive Network for Personalized Recommendation

M-scan is a novel multi-scenario recommendation model that explicitly extracts user interests from different scenarios and eliminates biases introduced by the scenarios themselves to enhance prediction accuracy.