We introduce a hyperparameter γ that discourages the model from using many higher-order features (= faster inference) and a hyperparameter λ that encourages generalization.
sweeping a range of values for γ and λ gives rise to a number of operating points along the speed-accuracy curve (triangle points in Fig.