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Exact and Consistent Interpretation for Piecewise Linear Neural Networks: A Closed Form Solution

17 February 2018

Juhua Hu

Papers citing "Exact and Consistent Interpretation for Piecewise Linear Neural Networks: A Closed Form Solution"

46 / 46 papers shown

Title
A Multimodal XAI Framework for Trustworthy CNNs and Bias Detection in Deep Representation Learning Noor Islam S. Mohammad 106 0 0 14 Oct 2025
ReLU Networks as Random Functions: Their Distribution in Probability Space Shreyas Chaudhari J. M. F. Moura 258 0 0 28 Mar 2025
Neural Symbolic Logical Rule Learner for Interpretable Learning Bowen Wei Ziwei Zhu AI4CE 156 0 0 21 Aug 2024
Learning Interpretable Rules for Scalable Data Representation and ClassificationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Zhuo Wang Wei Zhang Ning Liu Jianyong Wang 164 13 0 22 Oct 2023
A max-affine spline approximation of neural networks using the Legendre transform of a convex-concave representation Adam Perrett Danny Wood Gavin Brown 125 0 0 16 Jul 2023
Deep Contract Design via Discontinuous NetworksNeural Information Processing Systems (NeurIPS), 2023 Tonghan Wang Paul Dutting Dmitry Ivanov Inbal Talgam-Cohen David C. Parkes 179 17 0 05 Jul 2023
Deep ReLU Networks Have Surprisingly Simple Polytopes Fenglei Fan Wei Huang Xiang-yu Zhong Lecheng Ruan T. Zeng Huan Xiong Haiwei Yang 236 5 0 16 May 2023
When Deep Learning Meets Polyhedral Theory: A Survey Joey Huchette Gonzalo Muñoz Thiago Serra Calvin Tsay AI4CE 598 43 0 29 Apr 2023
The Power of Typed Affine Decision Structures: A Case StudyInternational Journal on Software Tools for Technology Transfer (STTT) (STTT), 2023 Gerrit Nolte Maximilian Schlüter Alnis Murtovi Bernhard Steffen AAML 133 2 0 28 Apr 2023
Generating Post-hoc Explanations for Skip-gram-based Node Embeddings by Identifying Important Nodes with BridgenessNeural Networks (Neural Netw.), 2023 Hogun Park Jennifer Neville 259 8 0 24 Apr 2023
Model Doctor for Diagnosing and Treating Segmentation ErrorInternational Conference on Information Photonics (ICIP), 2023 Zhijie Jia Lin Chen Kaiwen Hu Lechao Cheng Zunlei Feng Min-Gyoo Song 174 0 0 17 Feb 2023
Towards Rigorous Understanding of Neural Networks via Semantics-preserving TransformationsInternational Journal on Software Tools for Technology Transfer (STTT) (STTT), 2023 Maximilian Schlüter Gerrit Nolte Alnis Murtovi Bernhard Steffen 237 6 0 19 Jan 2023
Non-Linear Coordination GraphsNeural Information Processing Systems (NeurIPS), 2022 Yipeng Kang Tonghan Wang Xiao-Ren Wu Qianlan Yang Chongjie Zhang 157 10 0 26 Oct 2022
A Survey of Neural Trees Haoling Li Mingli Song Mengqi Xue Haofei Zhang Jingwen Ye Lechao Cheng Weilong Dai AI4CE 284 6 0 07 Sep 2022
On the Bias-Variance Characteristics of LIME and SHAP in High Sparsity Movie Recommendation Explanation Tasks Claudia V. Roberts Ehtsham Elahi Ashok Chandrashekar FAtt 160 5 0 09 Jun 2022
Trustworthy Graph Neural Networks: Aspects, Methods and TrendsProceedings of the IEEE (Proc. IEEE), 2022 He Zhang Bang Wu Lizhen Qu Shirui Pan Hanghang Tong Jian Pei 344 148 0 16 May 2022
A Rigorous Study of Integrated Gradients Method and Extensions to Internal Neuron AttributionsInternational Conference on Machine Learning (ICML), 2022 Daniel Lundstrom Tianjian Huang Meisam Razaviyayn FAtt 239 79 0 24 Feb 2022
From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AIACM Computing Surveys (ACM CSUR), 2022 Meike Nauta Jan Trienes Shreyasi Pathak Elisa Nguyen Michelle Peters Yasmin Schmitt Jorg Schlotterer M. V. Keulen C. Seifert ELM XAI 555 550 0 20 Jan 2022
Traversing the Local Polytopes of ReLU Neural Networks: A Unified Approach for Network Verification Shaojie Xu J. Vaughan Jie Chen Aijun Zhang Agus Sudjianto AAML 135 15 0 17 Nov 2021
Training Neural Networks for Solving 1-D Optimal Piecewise Linear Approximation Hangcheng Dong Jing-Xiao Liao Yan Wang Yixin Chen Bingguo Liu Dong Ye Guodong Liu 660 0 0 14 Oct 2021
Scalable Rule-Based Representation Learning for Interpretable Classification Zhuo Wang Wei Zhang Ning Liu Jianyong Wang 139 74 0 30 Sep 2021
Deep Active Learning for Text Classification with Diverse Interpretations Qiang Liu Yanqiao Zhu Zhaocheng Liu Yufeng Zhang Shu Wu AI4CE 140 16 0 15 Aug 2021
Finding Representative Interpretations on Convolutional Neural NetworksIEEE International Conference on Computer Vision (ICCV), 2021 P. C. Lam Lingyang Chu Maxim Torgonskiy Jian Pei Yong Zhang Lanjun Wang FAtt SSL HAI 159 7 0 13 Aug 2021
Robust Counterfactual Explanations on Graph Neural NetworksNeural Information Processing Systems (NeurIPS), 2021 Mohit Bajaj Lingyang Chu Zihui Xue Jian Pei Lanjun Wang P. C. Lam Yong Zhang OOD 378 113 0 08 Jul 2021
Learning and Meshing from Deep Implicit Surface Networks Using an Efficient Implementation of Analytic MarchingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Jiabao Lei Kui Jia Yi-An Ma 141 12 0 18 Jun 2021
How to Explain Neural Networks: an Approximation Perspective Hangcheng Dong Bingguo Liu Fengdong Chen Dong Ye Guodong Liu FAtt 143 1 0 17 May 2021
DNN2LR: Automatic Feature Crossing for Credit Scoring Qiang Liu Zhaocheng Liu Haoli Zhang Yuntian Chen Jun Zhu 121 0 0 24 Feb 2021
The Self-Simplifying Machine: Exploiting the Structure of Piecewise Linear Neural Networks to Create Interpretable Models William Knauth 94 1 0 02 Dec 2020
Unwrapping The Black Box of Deep ReLU Networks: Interpretability, Diagnostics, and Simplification Agus Sudjianto William Knauth Rahul Singh Zebin Yang Aijun Zhang FAtt 208 50 0 08 Nov 2020
DNN2LR: Interpretation-inspired Feature Crossing for Real-world Tabular Data Zhaocheng Liu Qiang Liu Haoli Zhang Yuntian Chen 170 13 0 22 Aug 2020
Deep Active Learning by Model Interpretability Qiang Liu Zhaocheng Liu Xiaofang Zhu Yeliang Xiu 206 4 0 23 Jul 2020
Explainable Artificial Intelligence: a Systematic Review Giulia Vilone Luca Longo XAI 559 300 0 29 May 2020
Analytic Marching: An Analytic Meshing Solution from Deep Implicit Surface NetworksInternational Conference on Machine Learning (ICML), 2020 Jiabao Lei Kui Jia 116 24 0 16 Feb 2020
Quasi-Equivalence of Width and Depth of Neural Networks Fenglei Fan Rongjie Lai Ge Wang 482 12 0 06 Feb 2020
On Interpretability of Artificial Neural Networks: A SurveyIEEE Transactions on Radiation and Plasma Medical Sciences (TRPMS), 2020 Fenglei Fan Jinjun Xiong Mengzhou Li Ge Wang AAML AI4CE 389 371 0 08 Jan 2020
Transparent Classification with Multilayer Logical Perceptrons and Random BinarizationAAAI Conference on Artificial Intelligence (AAAI), 2019 Zhuo Wang Wei Zhang Ning Liu Jianyong Wang 128 37 0 10 Dec 2019
GRACE: Generating Concise and Informative Contrastive Sample to Explain Neural Network Model's Prediction Thai V. Le Suhang Wang Dongwon Lee 155 1 0 05 Nov 2019
Exact and Consistent Interpretation of Piecewise Linear Models Hidden behind APIs: A Closed Form SolutionIEEE International Conference on Data Engineering (ICDE), 2019 Zicun Cong Lingyang Chu Lanjun Wang X. Hu Jian Pei 773 5 0 17 Jun 2019
Exploring Interpretable LSTM Neural Networks over Multi-Variable DataInternational Conference on Machine Learning (ICML), 2019 Tian Guo Tao Lin Nino Antulov-Fantulin AI4TS 185 173 0 28 May 2019
On Attribution of Recurrent Neural Network Predictions via Additive Decomposition Mengnan Du Ninghao Liu Fan Yang Shuiwang Ji Helen Zhou FAtt 125 52 0 27 Mar 2019
Multi-Granularity Reasoning for Social Relation Recognition from Images Meng Zhang Xinchen Liu Wu Liu Anfu Zhou Huadong Ma Tao Mei 159 50 0 10 Jan 2019
Soft Autoencoder and Its Wavelet Adaptation Interpretation Fenglei Fan Mengzhou Li Yueyang Teng Ge Wang 195 4 0 31 Dec 2018
A Survey of Safety and Trustworthiness of Deep Neural Networks: Verification, Testing, Adversarial Attack and Defence, and Interpretability Xiaowei Huang Daniel Kroening Wenjie Ruan Marta Kwiatkowska Youcheng Sun Emese Thamo Min Wu Xinping Yi AAML 436 52 0 18 Dec 2018
A Multidisciplinary Survey and Framework for Design and Evaluation of Explainable AI Systems Sina Mohseni Niloofar Zarei Eric D. Ragan 388 103 0 28 Nov 2018
Techniques for Interpretable Machine Learning Mengnan Du Ninghao Liu Helen Zhou FaML 419 1,189 0 31 Jul 2018
Fuzzy Logic Interpretation of Quadratic Networks Fenglei Fan Ge Wang 177 7 0 04 Jul 2018