Scalable and Traceable Joint Uplift Modeling for Multi-Lever Online Marketing
A joint monotonic encoding layer is designed, which extends isotonic encoding to a joint space through linear interpolation and vector outer products, which allows the model to capture joint effects while ensuring strict joint monotonicity, aligning its output with economic common sense.