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A Unified Approach to Interpreting Model Predictions

22 May 2017

Papers citing "A Unified Approach to Interpreting Model Predictions"

50 / 3,926 papers shown

Title
Modeling Reliance on XAI Indicating Its Purpose and Attention A. Maehigashi Yosuke Fukuchi Seiji Yamada 45 7 0 16 Feb 2023
A Review of the Role of Causality in Developing Trustworthy AI Systems Niloy Ganguly Dren Fazlija Maryam Badar M. Fisichella Sandipan Sikdar ... Koustav Rudra Manolis Koubarakis Gourab K. Patro W. Z. E. Amri Wolfgang Nejdl CML 99 26 0 14 Feb 2023
Predicting the long-term collective behaviour of fish pairs with deep learning Vaios Papaspyros Ramón Escobedo Alexandre Alahi Guy Theraulaz C. Sire Francesco Mondada FedML 6 4 0 14 Feb 2023
Explaining text classifiers through progressive neighborhood approximation with realistic samples Yi Cai Arthur Zimek Eirini Ntoutsi Gerhard Wunder AI4TS 74 0 0 11 Feb 2023
Predicting Development of Chronic Obstructive Pulmonary Disease and its Risk Factor Analysis S. Lee Ingu Sean Lee Samuel Kim OOD AI4CE 15 3 0 06 Feb 2023
Variational Information Pursuit for Interpretable Predictions Aditya Chattopadhyay Kwan Ho Ryan Chan B. Haeffele D. Geman René Vidal DRL 108 14 0 06 Feb 2023
Stop overkilling simple tasks with black-box models and use transparent models instead Matteo Rizzo Matteo Marcuzzo A. Zangari A. Gasparetto A. Albarelli VLM 72 1 0 06 Feb 2023
Personalized Interpretable Classification Zengyou He Yifan Tang Yifan Tang Lianyu Hu Yan Liu Yan Liu 90 0 0 06 Feb 2023
Appropriate Reliance on AI Advice: Conceptualization and the Effect of Explanations Max Schemmer Niklas Kühl Carina Benz Andrea Bartos G. Satzger 80 109 0 04 Feb 2023
AUTOLYCUS: Exploiting Explainable AI (XAI) for Model Extraction Attacks against Interpretable Models Abdullah Çaglar Öksüz Anisa Halimi Erman Ayday ELM AAML 76 3 0 04 Feb 2023
A Survey on Deep Learning based Time Series Analysis with Frequency Transformation Kun Yi Qi Zhang LongBing Cao Shoujin Wang Guodong Long Liang Hu Hui He ZhenDong Niu Wei Fan Hui Xiong AI4TS 194 25 0 04 Feb 2023
Improving Interpretability via Explicit Word Interaction Graph Layer Arshdeep Sekhon Hanjie Chen A. Shrivastava Zhe Wang Yangfeng Ji Yanjun Qi AI4CE MILM 70 6 0 03 Feb 2023
VR-LENS: Super Learning-based Cybersickness Detection and Explainable AI-Guided Deployment in Virtual Reality Ripan Kumar Kundu Osama Yahia Elsaid Prasad Calyam K. A. Hoque 82 12 0 03 Feb 2023
Identifying regions of importance in wall-bounded turbulence through explainable deep learning Andres Cremades S. Hoyas R. Deshpande Pedro Quintero Martin Lellep ... J. Monty Nicholas Hutchins M. Linkmann I. Marusic Ricardo Vinuesa FAtt 66 34 0 02 Feb 2023
The Contextual Lasso: Sparse Linear Models via Deep Neural Networks Ryan Thompson Amir Dezfouli Robert Kohn 117 6 0 02 Feb 2023
Approximating the Shapley Value without Marginal Contributions Patrick Kolpaczki Viktor Bengs Maximilian Muschalik Eyke Hüllermeier FAtt TDI 176 26 0 01 Feb 2023
Low Complexity Approaches for End-to-End Latency Prediction Pierre Larrenie J. Bercher O. Venard Iyad Lahsen Cherif 64 4 0 31 Jan 2023
Towards the Linear Algebra Based Taxonomy of XAI Explanations S. Nõmm XAI 39 0 0 30 Jan 2023
Detecting Pump&Dump Stock Market Manipulation from Online Forums D. Nam D. Skillicorn AIFin 36 1 0 26 Jan 2023
Minerva: A File-Based Ransomware Detector Dorjan Hitaj Giulio Pagnotta Fabio De Gaspari Lorenzo De Carli L. Mancini AAML 89 9 0 26 Jan 2023
Explaining Large Language Model-Based Neural Semantic Parsers (Student Abstract) Daking Rai Yilun Zhou Bailin Wang Ziyu Yao George Mason University 85 5 0 25 Jan 2023
Explainable AI does not provide the explanations end-users are asking for Savio Rozario G. Cevora XAI 63 1 0 25 Jan 2023
Explainable Deep Reinforcement Learning: State of the Art and Challenges G. Vouros XAI 137 86 0 24 Jan 2023
Explaining Quantum Circuits with Shapley Values: Towards Explainable Quantum Machine Learning R. Heese Thore Gerlach Sascha Mucke Sabine Muller Matthias Jakobs Nico Piatkowski 82 19 0 22 Jan 2023
ExClaim: Explainable Neural Claim Verification Using Rationalization Sai Gurrapu Lifu Huang Feras A. Batarseh AAML 94 9 0 21 Jan 2023
Sanity checks and improvements for patch visualisation in prototype-based image classification Romain Xu-Darme Georges Quénot Zakaria Chihani M. Rousset 111 3 0 20 Jan 2023
Promises and pitfalls of deep neural networks in neuroimaging-based psychiatric research Fabian Eitel Marc-Andre Schulz Moritz Seiler Henrik Walter K. Ritter AI4CE 86 44 0 20 Jan 2023
Shapley Values with Uncertain Value Functions R. Heese Sascha Mucke Matthias Jakobs Thore Gerlach Nico Piatkowski TDI 56 5 0 19 Jan 2023
Towards Rigorous Understanding of Neural Networks via Semantics-preserving Transformations Maximilian Schlüter Gerrit Nolte Alnis Murtovi Bernhard Steffen 75 6 0 19 Jan 2023
CEnt: An Entropy-based Model-agnostic Explainability Framework to Contrast Classifiers' Decisions Julia El Zini Mohamad Mansour M. Awad 63 1 0 19 Jan 2023
Remote patient monitoring using artificial intelligence: Current state, applications, and challenges T. Shaik Xiaohui Tao Niall Higgins Lin Li R. Gururajan Xujuan Zhou U. Acharya 81 211 0 19 Jan 2023
Exemplars and Counterexemplars Explanations for Image Classifiers, Targeting Skin Lesion Labeling C. Metta Riccardo Guidotti Yuan Yin Patrick Gallinari S. Rinzivillo MedIm 59 11 0 18 Jan 2023
Understanding the Role of Human Intuition on Reliance in Human-AI Decision-Making with Explanations Valerie Chen Q. V. Liao Jennifer Wortman Vaughan Gagan Bansal 153 114 0 18 Jan 2023
Simplistic Collection and Labeling Practices Limit the Utility of Benchmark Datasets for Twitter Bot Detection Chris Hays Zachary Schutzman Manish Raghavan Erin Walk Philipp Zimmer 109 34 0 17 Jan 2023
From Risk Prediction to Risk Factors Interpretation. Comparison of Neural Networks and Classical Statistics for Dementia Prediction C. Huber 33 0 0 17 Jan 2023
Negative Flux Aggregation to Estimate Feature Attributions X. Li Deng Pan Chengyin Li Yao Qiang D. Zhu FAtt 77 6 0 17 Jan 2023
Explainable Data Poison Attacks on Human Emotion Evaluation Systems based on EEG Signals Zhibo Zhang Sani Umar Ahmed Y. Al Hammadi Sangyoung Yoon Ernesto Damiani C. Ardagna Nicola Bena C. Yeun AAML 84 11 0 17 Jan 2023
MAFUS: a Framework to predict mortality risk in MAFLD subjects Domenico Lofú Paolo Sorino Tommaso Colafiglio C. Bonfiglio Fedelucio Narducci Tommaso Di Noia E. Sciascio 15 0 0 17 Jan 2023
Img2Tab: Automatic Class Relevant Concept Discovery from StyleGAN Features for Explainable Image Classification Y. Song S. K. Shyn Kwang-su Kim VLM 63 5 0 16 Jan 2023
Predicting Socio-Economic Well-being Using Mobile Apps Data: A Case Study of France Rahul Goel Angelo Furno Rajesh Sharma 46 1 0 15 Jan 2023
Against Algorithmic Exploitation of Human Vulnerabilities Inga Strümke Marija Slavkovik Clemens Stachl 41 0 0 12 Jan 2023
The Berkelmans-Pries Feature Importance Method: A Generic Measure of Informativeness of Features Joris Pries Guus Berkelmans Sandjai Bhulai R. V. D. Mei FAtt 54 0 0 11 Jan 2023
A prediction and behavioural analysis of machine learning methods for modelling travel mode choice José Ángel Martín-Baos Julio Alberto López-Gómez Luis Rodriguez-Benitez T. Hillel Ricardo García-Ródenas 45 16 0 11 Jan 2023
Manifold Restricted Interventional Shapley Values Muhammad Faaiz Taufiq Patrick Blobaum Lenon Minorics FAtt 159 8 0 10 Jan 2023
Differentiable modeling to unify machine learning and physical models and advance Geosciences Chaopeng Shen A. Appling Pierre Gentine Toshiyuki Bandai H. Gupta ... Chris Rackauckas Tirthankar Roy Chonggang Xu Binayak Mohanty K. Lawson AI4CE 110 15 0 10 Jan 2023
Reservoir Prediction by Machine Learning Methods on The Well Data and Seismic Attributes for Complex Coastal Conditions D. Ivlev 52 4 0 09 Jan 2023
XDQN: Inherently Interpretable DQN through Mimicking Andreas Kontogiannis G. Vouros 112 1 0 08 Jan 2023
Learning Support and Trivial Prototypes for Interpretable Image Classification Chong Wang Yuyuan Liu Yuanhong Chen Fengbei Liu Yu Tian Davis J. McCarthy Helen Frazer G. Carneiro 130 26 0 08 Jan 2023
Isotonic Recalibration under a Low Signal-to-Noise Ratio M. Wüthrich Johanna Fasciati-Ziegel 51 13 0 06 Jan 2023
Valid P-Value for Deep Learning-Driven Salient Region Daiki Miwa Vo Nguyen Le Duy I. Takeuchi FAtt AAML 66 16 0 06 Jan 2023