Qingyun Gao

Interest-Shift-Aware Logical Reasoning for Efficient Long-Sequence Recommendation

Logical reasoning-based recommendation methods formulate logical expressions to characterize user-item interaction patterns, incorporating regularization constraints to ensure consistency with logical rules. However, these methods face two critical challenges: (1) As sequence length increases, they