Certified Monotonic Neural Networks

Certified Monotonic Neural Networks

20 November 2020

Papers citing "Certified Monotonic Neural Networks"

14 / 14 papers shown

Title
A Novel Switch-Type Policy Network for Resource Allocation Problems: Technical Report Jerrod Wigmore B. Shrader E. Modiano 67 0 0 19 Jan 2025
A Practical Theory of Generalization in Selectivity Learning Peizhi Wu Haoshu Xu Ryan Marcus Z. Ives OODD 46 0 0 11 Sep 2024
Enhancing Monotonic Modeling with Spatio-Temporal Adaptive Awareness in Diverse Marketing Bin Li Jiayan Pei Feiyang Xiao Yifan Zhao Zhixing Zhang Diwei Liu Hengxu He Jia Jia 24 0 0 20 Jun 2024
When Deep Learning Meets Polyhedral Theory: A Survey Joey Huchette Gonzalo Muñoz Thiago Serra Calvin Tsay AI4CE 91 32 0 29 Apr 2023
How to address monotonicity for model risk management? Dangxing Chen Weicheng Ye 16 5 0 28 Apr 2023
An interpretable neural network-based non-proportional odds model for ordinal regression Akifumi Okuno Kazuharu Harada 27 1 0 31 Mar 2023
Availability Adversarial Attack and Countermeasures for Deep Learning-based Load Forecasting Wangkun Xu Fei Teng AAML 16 4 0 04 Jan 2023
Feature Necessity & Relevancy in ML Classifier Explanations Xuanxiang Huang Martin C. Cooper António Morgado Jordi Planes João Marques-Silva FAtt 28 18 0 27 Oct 2022
Private Isotonic Regression Badih Ghazi Pritish Kamath Ravi Kumar Pasin Manurangsi 11 0 0 27 Oct 2022
Monotonic Neural Additive Models: Pursuing Regulated Machine Learning Models for Credit Scoring Dangxing Chen Weicheng Ye FaML 20 13 0 21 Sep 2022
Size and depth of monotone neural networks: interpolation and approximation Dan Mikulincer Daniel Reichman 14 7 0 12 Jul 2022
Cardinality-Minimal Explanations for Monotonic Neural Networks Ouns El Harzli Bernardo Cuenca Grau Ian Horrocks FAtt 30 5 0 19 May 2022
Conflict-Averse Gradient Descent for Multi-task Learning Bo Liu Xingchao Liu Xiaojie Jin Peter Stone Qiang Liu 33 297 0 26 Oct 2021
Counterexample-Guided Learning of Monotonic Neural Networks Aishwarya Sivaraman G. Farnadi T. Millstein Guy Van den Broeck 16 50 0 16 Jun 2020