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Counterexample-GuidedLearningof MonotonicNeuralNetworks

Neural Information Processing Systems

However,inmanyreal-worldtasks,the learned function is intended to satisfy domain-specific constraints. We focus on monotonicity constraints, which are common and require that the function's output increases with increasing values of specific input features.