@article{advancingconstrainedmonotonicneural, title = {Advancing Constrained Monotonic Neural Networks: Achieving Universal Approximation Beyond Bounded Activations}, author = {Davide Sartor and Alberto Sinigaglia and Gian Antonio Susto}, year = {2025}, eprint = {2505.02537}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.02537v2}, }