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A Unified Approach to Interpreting Model Predictions

22 May 2017

Papers citing "A Unified Approach to Interpreting Model Predictions"

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Title
WeightedSHAP: analyzing and improving Shapley based feature attributions Yongchan Kwon James Zou TDI FAtt 92 37 0 27 Sep 2022
Greybox XAI: a Neural-Symbolic learning framework to produce interpretable predictions for image classification Adrien Bennetot Gianni Franchi Javier Del Ser Raja Chatila Natalia Díaz Rodríguez AAML 84 28 0 26 Sep 2022
Quantile-constrained Wasserstein projections for robust interpretability of numerical and machine learning models Marouane Il Idrissi Nicolas Bousquet Fabrice Gamboa Bertrand Iooss Jean-Michel Loubes 109 3 0 23 Sep 2022
A Robust and Explainable Data-Driven Anomaly Detection Approach For Power Electronics Alexander Beattie Pavol Mulinka Subham S. Sahoo I. Christou Charalampos Kalalas Daniel Gutierrez-Rojas P. H. Nardelli 35 6 0 23 Sep 2022
Incorporation of Human Knowledge into Data Embeddings to Improve Pattern Significance and Interpretability Jie Li Chunting Zhou 76 9 0 23 Sep 2022
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 239 121 0 22 Sep 2022
Adaptive Bias Correction for Improved Subseasonal Forecasting Soukayna Mouatadid Paulo Orenstein Genevieve Flaspohler J. Cohen Miruna Oprescu E. Fraenkel Lester W. Mackey AI4Cl 143 33 0 21 Sep 2022
Modelling the Frequency of Home Deliveries: An Induced Travel Demand Contribution of Aggrandized E-shopping in Toronto during COVID-19 Pandemics Yicong Liu Kaili Wang Patrick Loa K. N. Habib 45 0 0 21 Sep 2022
Explaining Anomalies using Denoising Autoencoders for Financial Tabular Data Timur Sattarov Dayananda Herurkar Jörn Hees 74 9 0 21 Sep 2022
Algorithm-Agnostic Interpretations for Clustering Christian A. Scholbeck Henri Funk Giuseppe Casalicchio 85 0 0 21 Sep 2022
Towards Trustworthy AI-Empowered Real-Time Bidding for Online Advertisement Auctioning Xiaoli Tang Han Yu 104 6 0 21 Sep 2022
Interpretable Selective Learning in Credit Risk Dangxing Chen Weicheng Ye Jiahui Ye FaML 66 16 0 21 Sep 2022
Monotonic Neural Additive Models: Pursuing Regulated Machine Learning Models for Credit Scoring Dangxing Chen Weicheng Ye FaML 70 14 0 21 Sep 2022
Statement-Level Vulnerability Detection: Learning Vulnerability Patterns Through Information Theory and Contrastive Learning Van Nguyen Trung Le Chakkrit Tantithamthavorn Michael Fu John C. Grundy Hung Nguyen S. Çamtepe Paul Quirk Dinh Q. Phung 92 4 0 20 Sep 2022
Analyzing Machine Learning Models for Credit Scoring with Explainable AI and Optimizing Investment Decisions Swati Tyagi 32 12 0 19 Sep 2022
Sparse Interaction Additive Networks via Feature Interaction Detection and Sparse Selection James Enouen Yan Liu 75 20 0 19 Sep 2022
The Ability of Image-Language Explainable Models to Resemble Domain Expertise P. Werner Anna Zapaishchykova Ujjwal Ratan 89 2 0 19 Sep 2022
Domain Classification-based Source-specific Term Penalization for Domain Adaptation in Hate-speech Detection Tulika Bose Nikolaos Aletras Irina Illina Dominique Fohr 83 1 0 18 Sep 2022
EMaP: Explainable AI with Manifold-based Perturbations Minh Nhat Vu Huy Mai My T. Thai AAML 70 2 0 18 Sep 2022
NeuCEPT: Locally Discover Neural Networks' Mechanism via Critical Neurons Identification with Precision Guarantee Minh Nhat Vu Truc D. T. Nguyen My T. Thai AAML 41 3 0 18 Sep 2022
Sample-based Uncertainty Quantification with a Single Deterministic Neural Network T. Kanazawa Chetan Gupta UQCV 82 4 0 17 Sep 2022
Detection of Interacting Variables for Generalized Linear Models via Neural Networks Y. Havrylenko Julia I Heger 94 2 0 16 Sep 2022
Artificial Intelligence for In Silico Clinical Trials: A Review Zifeng Wang Chufan Gao Lucas Glass Jimeng Sun 84 12 0 16 Sep 2022
Examining spatial heterogeneity of ridesourcing demand determinants with explainable machine learning Xiaojian Zhang Xiang Yan Zhengze Zhou Yiming Xu Xilei Zhao 68 18 0 16 Sep 2022
Survey on Fairness Notions and Related Tensions Guilherme Alves Fabien Bernier Miguel Couceiro K. Makhlouf C. Palamidessi Sami Zhioua FaML 103 26 0 16 Sep 2022
Computing Abductive Explanations for Boosted Trees Gilles Audemard Jean-Marie Lagniez Pierre Marquis N. Szczepanski 84 14 0 16 Sep 2022
Studying the explanations for the automated prediction of bug and non-bug issues using LIME and SHAP Benjamin Ledel Steffen Herbold FAtt 136 4 0 15 Sep 2022
Robust Product Classification with Instance-Dependent Noise Huy-Thanh Nguyen Devashish Khatwani NoLa 83 8 0 14 Sep 2022
Explainable AI for clinical and remote health applications: a survey on tabular and time series data Flavio Di Martino Franca Delmastro AI4TS 66 99 0 14 Sep 2022
PainPoints: A Framework for Language-based Detection of Chronic Pain and Expert-Collaborative Text-Summarization S. Fadnavis Amit Dhurandhar R. Norel Jenna M. Reinen C. Agurto E. Secchettin V. Schweiger Giovanni Perini Guillermo Cecchi 53 1 0 14 Sep 2022
RMExplorer: A Visual Analytics Approach to Explore the Performance and the Fairness of Disease Risk Models on Population Subgroups Bum Chul Kwon U. Kartoun S. Khurshid Mikhail Yurochkin Subha Maity Deanna G. Brockman A. Khera P. Ellinor S. Lubitz Kenney Ng 76 11 0 14 Sep 2022
Towards More Efficient Data Valuation in Healthcare Federated Learning using Ensembling Sourav Kumar A. Lakshminarayanan Ken Chang Feri Guretno Ivan Ho Mien Jayashree Kalpathy-Cramer Pavitra Krishnaswamy Praveer Singh FedML 79 9 0 12 Sep 2022
Model interpretation using improved local regression with variable importance Gilson Y. Shimizu Rafael Izbicki A. Carvalho FAtt 47 3 0 12 Sep 2022
Chain of Explanation: New Prompting Method to Generate Higher Quality Natural Language Explanation for Implicit Hate Speech Fan Huang Haewoon Kwak Jisun An LRM 103 24 0 11 Sep 2022
Secure Shapley Value for Cross-Silo Federated Learning (Technical Report) Shuyuan Zheng Yang Cao Masatoshi Yoshikawa FedML 111 25 0 11 Sep 2022
Shapley value-based approaches to explain the robustness of classifiers in machine learning G. D. Pelegrina S. Siraj FAtt 30 3 0 09 Sep 2022
Explanation Method for Anomaly Detection on Mixed Numerical and Categorical Spaces Iñigo López-Riobóo Botana Carlos Eiras-Franco Julio César Hernández Castro Amparo Alonso-Betanzos 129 0 0 09 Sep 2022
Seeking Interpretability and Explainability in Binary Activated Neural Networks Benjamin Leblanc Pascal Germain FAtt 109 1 0 07 Sep 2022
Responsibility: An Example-based Explainable AI approach via Training Process Inspection Faraz Khadivpour Arghasree Banerjee Matthew J. Guzdial XAI 71 2 0 07 Sep 2022
What does a platypus look like? Generating customized prompts for zero-shot image classification Sarah M Pratt Ian Covert Rosanne Liu Ali Farhadi VLM 191 225 0 07 Sep 2022
Power of Explanations: Towards automatic debiasing in hate speech detection Yitao Cai Arthur Zimek Gerhard Wunder Eirini Ntoutsi 71 6 0 07 Sep 2022
Explainable Artificial Intelligence to Detect Image Spam Using Convolutional Neural Network Zhibo Zhang Ernesto Damiani H. A. Hamadi C. Yeun Fatma Taher FAtt 47 8 0 07 Sep 2022
Cerberus: Exploring Federated Prediction of Security Events Mohammad Naseri Yufei Han Enrico Mariconti Yun Shen Gianluca Stringhini Emiliano De Cristofaro FedML 108 15 0 07 Sep 2022
Interpretations Steered Network Pruning via Amortized Inferred Saliency Maps Alireza Ganjdanesh Shangqian Gao Heng-Chiao Huang FAtt AAML 97 21 0 07 Sep 2022
Explaining Machine Learning Models in Natural Conversations: Towards a Conversational XAI Agent Van Bach Nguyen Jorg Schlotterer C. Seifert AILaw 51 12 0 06 Sep 2022
Applying Machine Learning to Life Insurance: some knowledge sharing to master it Antoine Chancel L. Bradier Antoine Ly R. Ionescu Laurene Martin Marguerite Sauce 53 1 0 05 Sep 2022
Visualization Of Class Activation Maps To Explain AI Classification Of Network Packet Captures Igor Cherepanov Alex Ulmer Jonathan Geraldi Joewono Jörn Kohlhammer FAtt 60 5 0 05 Sep 2022
Incremental Permutation Feature Importance (iPFI): Towards Online Explanations on Data Streams Fabian Fumagalli Maximilian Muschalik Eyke Hüllermeier Barbara Hammer 66 22 0 05 Sep 2022
Generating detailed saliency maps using model-agnostic methods Maciej Sakowicz FAtt 50 0 0 04 Sep 2022
Extend and Explain: Interpreting Very Long Language Models Joel Stremmel B. Hill Jeffrey S. Hertzberg Jaime Murillo Llewelyn Allotey Eran Halperin 59 4 0 02 Sep 2022