Enhancing Explainability of Neural Networks through Architecture
Constraints

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Enhancing Explainability of Neural Networks through Architecture Constraints

12 January 2019

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Papers citing "Enhancing Explainability of Neural Networks through Architecture Constraints"

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Title
Quantum Deep Hedging El Amine Cherrat S. Raj Iordanis Kerenidis Abhishek Shekhar Ben Wood ... Pierre Minssen Ruslan Shaydulin Yue Sun Romina Yalovetzky Marco Pistoia 78 26 0 29 Mar 2023
On marginal feature attributions of tree-based models Khashayar Filom A. Miroshnikov Konstandinos Kotsiopoulos Arjun Ravi Kannan FAtt 57 3 0 16 Feb 2023
Rethinking Log Odds: Linear Probability Modelling and Expert Advice in Interpretable Machine Learning Danial Dervovic Nicolas Marchesotti Freddy Lecue Daniele Magazzeni 62 0 0 11 Nov 2022
Posterior Regularized Bayesian Neural Network Incorporating Soft and Hard Knowledge Constraints Jiayu Huang Yutian Pang Yongming Liu Hao Yan BDL UQCV 66 15 0 16 Oct 2022
Monotonic Neural Additive Models: Pursuing Regulated Machine Learning Models for Credit Scoring Dangxing Chen Weicheng Ye FaML 65 14 0 21 Sep 2022
GAM(e) changer or not? An evaluation of interpretable machine learning models based on additive model constraints Patrick Zschech Sven Weinzierl Nico Hambauer Sandra Zilker Mathias Kraus 143 14 0 19 Apr 2022
Designing Inherently Interpretable Machine Learning Models Agus Sudjianto Aijun Zhang FaML 53 31 0 02 Nov 2021
Explainable Hierarchical Imitation Learning for Robotic Drink Pouring Dandan Zhang Yu Zheng Qiang Li Lei Wei Dongsheng Zhang Zhengyou Zhang 55 31 0 16 May 2021
Bias, Fairness, and Accountability with AI and ML Algorithms Neng-Zhi Zhou Zach Zhang V. Nair Harsh Singhal Jie Chen Agus Sudjianto FaML 121 9 0 13 May 2021
Generalized Constraints as A New Mathematical Problem in Artificial Intelligence: A Review and Perspective Bao-Gang Hu Hanbing Qu AI4CE 105 1 0 12 Nov 2020
A Systematic Literature Review on the Use of Deep Learning in Software Engineering Research Cody Watson Nathan Cooper David Nader-Palacio Kevin Moran Denys Poshyvanyk 84 116 0 14 Sep 2020
GAMI-Net: An Explainable Neural Network based on Generalized Additive Models with Structured Interactions Zebin Yang Aijun Zhang Agus Sudjianto FAtt 170 130 0 16 Mar 2020
Interpretation and Simplification of Deep Forest Sangwon Kim Mira Jeong ByoungChul Ko FAtt 89 8 0 14 Jan 2020
A Survey of Binary Code Similarity I. Haq Juan Caballero 50 138 0 25 Sep 2019