Diminishing Returns Shape Constraints for Interpretability and Regularization

Maya Gupta, Dara Bahri, Andrew Cotter, Kevin Canini

Nov-18-2025, 17:18:23 GMT–Neural Information Processing Systems

We demonstrate on real-world examples that these shape constrained models can provide tuning-free regularization and improve model understandability.

artificial intelligence, constraint, machine learning, (14 more...)

Neural Information Processing Systems

Nov-18-2025, 17:18:23 GMT

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