Pengjia Yuan

Learning Monotonic Probabilities with a Generative Cost Model

In many machine learning tasks, it is often necessary for the relationship between input and output variables to be monotonic, including both strictly monotonic and implicitly monotonic relationships. Traditional methods for maintaining monotonicity mainly rely on construction or regularization tech…