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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
An empirical study of the effect of background data size on the stability of SHapley Additive exPlanations (SHAP) for deep learning models Han Yuan Mingxuan Liu Lican Kang Chenkui Miao Ying Wu FAtt 74 8 0 24 Apr 2022
Reinforced Causal Explainer for Graph Neural Networks Xiang Wang Y. Wu An Zhang Fuli Feng Xiangnan He Tat-Seng Chua CML 126 47 0 23 Apr 2022
Locally Aggregated Feature Attribution on Natural Language Model Understanding Shenmin Zhang Jin Wang Haitao Jiang Rui Song FAtt 77 4 0 22 Apr 2022
The Silent Problem -- Machine Learning Model Failure -- How to Diagnose and Fix Ailing Machine Learning Models Michele Bennett J. Balusu K. Hayes Ewa J. Kleczyk, PhD OOD 23 0 0 21 Apr 2022
Perception Visualization: Seeing Through the Eyes of a DNN Loris Giulivi Mark J. Carman Giacomo Boracchi 86 6 0 21 Apr 2022
Backdooring Explainable Machine Learning Maximilian Noppel Lukas Peter Christian Wressnegger AAML 79 5 0 20 Apr 2022
From Spoken Thoughts to Automated Driving Commentary: Predicting and Explaining Intelligent Vehicles' Actions Daniel Omeiza S. Anjomshoae Helena Webb Marina Jirotka Lars Kunze 53 13 0 19 Apr 2022
System Analysis for Responsible Design of Modern AI/ML Systems Virginia Goodwin R. Caceres 57 0 0 19 Apr 2022
Interventional Behavior Prediction: Avoiding Overly Confident Anticipation in Interactive Prediction Chen Tang Wei Zhan Masayoshi Tomizuka 104 13 0 19 Apr 2022
The Importance of Landscape Features for Performance Prediction of Modular CMA-ES Variants Ana Kostovska Diederick Vermetten Jannis Brugger Carola Doerr Peter Korošec T. Eftimov 52 9 0 15 Apr 2022
Reinforcement Learning Policy Recommendation for Interbank Network Stability Alessio Brini G. Tedeschi Daniele Tantari 48 2 0 14 Apr 2022
Time Series of Non-Additive Metrics: Identification and Interpretation of Contributing Factors of Variance by Linear Decomposition A. Glushkovsky AI4TS 15 0 0 14 Apr 2022
OccAM's Laser: Occlusion-based Attribution Maps for 3D Object Detectors on LiDAR Data David Schinagl Georg Krispel Horst Possegger P. Roth Horst Bischof 3DPC 62 19 0 13 Apr 2022
On the dynamics of credit history and social interaction features, and their impact on creditworthiness assessment performance Ricardo Muñoz-Cancino Cristián Bravo Sebastián A. Ríos M. Graña 52 10 0 13 Apr 2022
Enriching Artificial Intelligence Explanations with Knowledge Fragments Jože M. Rožanec Elena Trajkova I. Novalija Patrik Zajec K. Kenda B. Fortuna Dunja Mladenić 72 9 0 12 Apr 2022
A Comparative Study of Faithfulness Metrics for Model Interpretability Methods Chun Sik Chan Huanqi Kong Guanqing Liang 96 55 0 12 Apr 2022
Generalizing Adversarial Explanations with Grad-CAM Tanmay Chakraborty Utkarsh Trehan Khawla Mallat J. Dugelay FAtt GAN 43 12 0 11 Apr 2022
Doctor XAvIer: Explainable Diagnosis on Physician-Patient Dialogues and XAI Evaluation Hillary Ngai Frank Rudzicz FAtt LM&MA 43 6 0 11 Apr 2022
Assessing the communication gap between AI models and healthcare professionals: explainability, utility and trust in AI-driven clinical decision-making Oskar Wysocki J. Davies Markel Vigo Anne Caroline Armstrong Dónal Landers Rebecca Lee André Freitas 100 72 0 11 Apr 2022
No Token Left Behind: Explainability-Aided Image Classification and Generation Roni Paiss Hila Chefer Lior Wolf VLM 89 29 0 11 Apr 2022
"That Is a Suspicious Reaction!": Interpreting Logits Variation to Detect NLP Adversarial Attacks Edoardo Mosca Shreyash Agarwal Javier Rando Georg Groh AAML 104 31 0 10 Apr 2022
Marrying Fairness and Explainability in Supervised Learning Przemyslaw A. Grabowicz Nicholas Perello Aarshee Mishra FaML 92 45 0 06 Apr 2022
Predicting and Explaining Mobile UI Tappability with Vision Modeling and Saliency Analysis E. Schoop Xin Zhou Gang Li Zhourong Chen Björn Hartmann Yang Li HAI FAtt 87 34 0 05 Apr 2022
Comment on "Black Box Prediction Methods in Sports Medicine Deserve a Red Card for Reckless Practice: A Change of Tactics is Needed to Advance Athlete Care" J. Berndsen Derek McHugh 26 3 0 05 Apr 2022
A pipeline and comparative study of 12 machine learning models for text classification A. Occhipinti Louis Rogers C. Angione 40 60 0 04 Apr 2022
A Data-Driven Framework for Identifying Investment Opportunities in Private Equity Samantha Petersone A. Tan Richard Allmendinger Sujit Roy James Hales 19 2 0 04 Apr 2022
Analyzing the Effects of Handling Data Imbalance on Learned Features from Medical Images by Looking Into the Models Ashkan Khakzar Yawei Li Yang Zhang Mirac Sanisoglu Seong Tae Kim Mina Rezaei Bernd Bischl Nassir Navab 59 0 0 04 Apr 2022
Automatic Dialect Density Estimation for African American English Alexander Johnson K. Everson Vijay Ravi A. Gladney Mari Ostendorf Abeer Alwan 71 7 0 03 Apr 2022
Interpretation of Black Box NLP Models: A Survey Shivani Choudhary N. Chatterjee S. K. Saha FAtt 86 11 0 31 Mar 2022
Scientometric Review of Artificial Intelligence for Operations & Maintenance of Wind Turbines: The Past, Present and Future Joyjit Chatterjee Nina Dethlefs 62 86 0 30 Mar 2022
Towards Interpretable Deep Reinforcement Learning Models via Inverse Reinforcement Learning Yuansheng Xie Soroush Vosoughi Saeed Hassanpour 88 3 0 30 Mar 2022
Interpretable Vertebral Fracture Diagnosis Paul Engstler Matthias Keicher D. Schinz Kristina Mach A. Gersing ... Anna-Sophia Dietrich Benedikt Wiestler Jan S. Kirschke Ashkan Khakzar Nassir Navab FAtt MedIm 64 6 0 30 Mar 2022
Explainability in Process Outcome Prediction: Guidelines to Obtain Interpretable and Faithful Models Alexander Stevens Johannes De Smedt XAI FaML 126 14 0 30 Mar 2022
BELLATREX: Building Explanations through a LocaLly AccuraTe Rule EXtractor Klest Dedja F. Nakano Konstantinos Pliakos C. Vens 84 5 0 29 Mar 2022
OrphicX: A Causality-Inspired Latent Variable Model for Interpreting Graph Neural Networks Wanyu Lin Hao Lan Hao Wang Baochun Li BDL CML 93 52 0 29 Mar 2022
HINT: Hierarchical Neuron Concept Explainer Andong Wang Wei-Ning Lee Xiaojuan Qi 64 19 0 27 Mar 2022
A Meta Survey of Quality Evaluation Criteria in Explanation Methods Helena Lofstrom K. Hammar Ulf Johansson XAI 75 11 0 25 Mar 2022
Feature extraction using Spectral Clustering for Gene Function Prediction using Hierarchical Multi-label Classification Miguel Romero O. Ramirez J. Finke C. Rocha 53 5 0 25 Mar 2022
Dynamically Refined Regularization for Improving Cross-corpora Hate Speech Detection Tulika Bose Nikolaos Aletras Irina Illina Dominique Fohr 88 5 0 23 Mar 2022
Visual explanations for polyp detection: How medical doctors assess intrinsic versus extrinsic explanations Steven Hicks A. Storaas Michael Riegler Cise Midoglu Malek Hammou Thomas de Lange Sravanthi Parasa Pål Halvorsen Inga Strümke XAI FAtt 44 4 0 23 Mar 2022
Towards Explainable Evaluation Metrics for Natural Language Generation Christoph Leiter Piyawat Lertvittayakumjorn M. Fomicheva Wei Zhao Yang Gao Steffen Eger AAML ELM 76 20 0 21 Mar 2022
Human-Centric Artificial Intelligence Architecture for Industry 5.0 Applications Jovze M. Rovzanec I. Novalija Patrik Zajec K. Kenda Hooman Tavakoli ... G. Sofianidis Spyros Theodoropoulos Blavz Fortuna Dunja Mladenić John Soldatos 3DV AI4CE 79 137 0 21 Mar 2022
Attri-VAE: attribute-based interpretable representations of medical images with variational autoencoders Irem Cetin Maialen Stephens Oscar Camara M. A. G. Ballester DRL 120 40 0 20 Mar 2022
FaiRR: Faithful and Robust Deductive Reasoning over Natural Language Soumya Sanyal Harman Singh Xiang Ren ReLM LRM 106 46 0 19 Mar 2022
Visualizing Global Explanations of Point Cloud DNNs Hanxiao Tan 3DPC 93 8 0 17 Mar 2022
Explainability in Graph Neural Networks: An Experimental Survey Peibo Li Yixing Yang Maurice Pagnucco Yang Song 66 31 0 17 Mar 2022
GAM(L)A: An econometric model for interpretable Machine Learning Emmanuel Flachaire Gilles Hacheme Sullivan Hué S. Laurent 43 0 0 17 Mar 2022
The Mathematics of Artificial Intelligence Gitta Kutyniok 53 0 0 16 Mar 2022
Unsupervised Keyphrase Extraction via Interpretable Neural Networks Rishabh Joshi Vidhisha Balachandran Emily Saldanha M. Glenski Svitlana Volkova Yulia Tsvetkov SSL 85 1 0 15 Mar 2022
Rethinking Stability for Attribution-based Explanations Chirag Agarwal Nari Johnson Martin Pawelczyk Satyapriya Krishna Eshika Saxena Marinka Zitnik Himabindu Lakkaraju FAtt 91 54 0 14 Mar 2022