Explanation in Artificial Intelligence: Insights from the Social Sciences

22 June 2017

Papers citing "Explanation in Artificial Intelligence: Insights from the Social Sciences"

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Title
GLUCOSE: GeneraLized and COntextualized Story Explanations N. Mostafazadeh Aditya Kalyanpur Lori Moon David W. Buchanan Lauren Berkowitz Or Biran Jennifer Chu-Carroll 32 121 0 16 Sep 2020
Should We Trust (X)AI? Design Dimensions for Structured Experimental Evaluations F. Sperrle Mennatallah El-Assady G. Guo Duen Horng Chau Alex Endert Daniel A. Keim 24 18 0 14 Sep 2020
Is there a role for statistics in artificial intelligence? Sarah Friedrich G. Antes S. Behr Harald Binder W. Brannath ... H. Leitgöb Markus Pauly A. Steland A. Wilhelm T. Friede 17 48 0 13 Sep 2020
TREX: Tree-Ensemble Representer-Point Explanations Jonathan Brophy Daniel Lowd TDI 14 7 0 11 Sep 2020
The Intriguing Relation Between Counterfactual Explanations and Adversarial Examples Timo Freiesleben GAN 46 62 0 11 Sep 2020
On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning Eoin M. Kenny Mark T. Keane 28 99 0 10 Sep 2020
Beneficial and Harmful Explanatory Machine Learning L. Ai Stephen Muggleton Céline Hocquette Mark Gromowski Ute Schmid 14 30 0 09 Sep 2020
How Good is your Explanation? Algorithmic Stability Measures to Assess the Quality of Explanations for Deep Neural Networks Thomas Fel David Vigouroux Rémi Cadène Thomas Serre XAI FAtt 34 31 0 07 Sep 2020
Explainable Artificial Intelligence for Process Mining: A General Overview and Application of a Novel Local Explanation Approach for Predictive Process Monitoring Nijat Mehdiyev Peter Fettke AI4TS 25 55 0 04 Sep 2020
Why should I not follow you? Reasons For and Reasons Against in Responsible Recommender Systems G. Polleti Douglas Luan de Souza Fabio Gagliardi Cozman 24 1 0 03 Sep 2020
Micro-entries: Encouraging Deeper Evaluation of Mental Models Over Time for Interactive Data Systems Jeremy E. Block Eric D. Ragan 23 8 0 02 Sep 2020
Machine Reasoning Explainability K. Čyras R. Badrinath S. Mohalik A. Mujumdar Alexandros Nikou Alessandro Previti Vaishnavi Sundararajan Aneta Vulgarakis Feljan LRM 46 13 0 01 Sep 2020
Counterfactual Explanations for Machine Learning on Multivariate Time Series Data E. Ates Burak Aksar V. Leung A. Coskun AI4TS 56 65 0 25 Aug 2020
A Survey of Knowledge-based Sequential Decision Making under Uncertainty Shiqi Zhang Mohan Sridharan 26 16 0 19 Aug 2020
DECE: Decision Explorer with Counterfactual Explanations for Machine Learning Models Furui Cheng Yao Ming Huamin Qu CML HAI 11 99 0 19 Aug 2020
Mediating Community-AI Interaction through Situated Explanation: The Case of AI-Led Moderation Yubo Kou Xinning Gui 13 38 0 19 Aug 2020
Tackling COVID-19 through Responsible AI Innovation: Five Steps in the Right Direction David Leslie 32 67 0 15 Aug 2020
Explaining Naive Bayes and Other Linear Classifiers with Polynomial Time and Delay Sasha Rubin Thomas Gerspacher Martin C. Cooper Alexey Ignatiev Nina Narodytska FAtt 30 59 0 13 Aug 2020
Bias and Discrimination in AI: a cross-disciplinary perspective Xavier Ferrer Tom van Nuenen Jose Such Mark Coté Natalia Criado FaML 19 141 0 11 Aug 2020
Making Sense of CNNs: Interpreting Deep Representations & Their Invariances with INNs Robin Rombach Patrick Esser Bjorn Ommer 30 16 0 04 Aug 2020
Exploiting Game Theory for Analysing Justifications Simon Marynissen B. Bogaerts M. Denecker 22 4 0 04 Aug 2020
IntroVAC: Introspective Variational Classifiers for Learning Interpretable Latent Subspaces Marco Maggipinto M. Terzi Gian Antonio Susto 18 1 0 03 Aug 2020
A Causal Lens for Peeking into Black Box Predictive Models: Predictive Model Interpretation via Causal Attribution A. Khademi Vasant Honavar CML 28 9 0 01 Aug 2020
The role of explainability in creating trustworthy artificial intelligence for health care: a comprehensive survey of the terminology, design choices, and evaluation strategies A. Markus J. Kors P. Rijnbeek 31 454 0 31 Jul 2020
Neural Temporal Point Processes For Modelling Electronic Health Records Joseph Enguehard Dan Busbridge Adam James Bozson Claire Woodcock Nils Y. Hammerla 26 43 0 27 Jul 2020
Interpretabilité des modèles : état des lieux des méthodes et application à lássurance Dimitri Delcaillau A. Ly Franck Vermet Alizé Papp 17 1 0 25 Jul 2020
Joint Mind Modeling for Explanation Generation in Complex Human-Robot Collaborative Tasks Xiaofeng Gao Ran Gong Yizhou Zhao Shu Wang Tianmin Shu Song-Chun Zhu 26 35 0 24 Jul 2020
Memory networks for consumer protection:unfairness exposed Federico Ruggeri F. Lagioia Marco Lippi Paolo Torroni 24 0 0 24 Jul 2020
Technologies for Trustworthy Machine Learning: A Survey in a Socio-Technical Context Ehsan Toreini Mhairi Aitken Kovila P. L. Coopamootoo Karen Elliott Vladimiro González-Zelaya P. Missier Magdalene Ng Aad van Moorsel 39 17 0 17 Jul 2020
On quantitative aspects of model interpretability An-phi Nguyen María Rodríguez Martínez 24 114 0 15 Jul 2020
Cause vs. Effect in Context-Sensitive Prediction of Business Process Instances Jens Brunk M. Stierle Leon Papke K. Revoredo Martin Matzner J. Becker 14 22 0 15 Jul 2020
XAlgo: a Design Probe of Explaining Algorithms' Internal States via Question-Answering Juan Rebanal Yuqi Tang Jordan Combitsis Xiang Ánthony' Chen 22 3 0 14 Jul 2020
Machine Learning Explainability for External Stakeholders Umang Bhatt Mckane Andrus Adrian Weller Alice Xiang FaML SILM 16 58 0 10 Jul 2020
Model Distillation for Revenue Optimization: Interpretable Personalized Pricing Max Biggs Wei-Ju Sun M. Ettl 22 35 0 03 Jul 2020
Drug discovery with explainable artificial intelligence José Jiménez-Luna F. Grisoni G. Schneider 36 627 0 01 Jul 2020
Unifying Model Explainability and Robustness via Machine-Checkable Concepts Vedant Nanda Till Speicher John P. Dickerson Krishna P. Gummadi Muhammad Bilal Zafar AAML 14 4 0 01 Jul 2020
Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance Gagan Bansal Tongshuang Wu Joyce Zhou Raymond Fok Besmira Nushi Ece Kamar Marco Tulio Ribeiro Daniel S. Weld 42 584 0 26 Jun 2020
Background Knowledge Injection for Interpretable Sequence Classification S. Gsponer Luca Costabello Chan Le Van Sumit Pai Christophe Guéret Georgiana Ifrim Freddy Lecue 12 1 0 25 Jun 2020
Generative causal explanations of black-box classifiers Matthew R. O’Shaughnessy Gregory H. Canal Marissa Connor Mark A. Davenport Christopher Rozell CML 35 73 0 24 Jun 2020
Explainable robotic systems: Understanding goal-driven actions in a reinforcement learning scenario Francisco Cruz Richard Dazeley Peter Vamplew Ithan Moreira 15 40 0 24 Jun 2020
Online Handbook of Argumentation for AI: Volume 1 Ohaai Collaboration Federico Castagna Federico Castagna T. Kampik Atefeh Keshavarzi Zafarghandi Mickael Lafages ... Samy Sá Stefan Sarkadi Joseph Singleton Kenneth Skiba A. Xydis 17 1 0 22 Jun 2020
Non-repudiable provenance for clinical decision support systems Elliot Fairweather Rudolf Wittner Martin Chapman P. Holub V. Curcin 9 8 0 19 Jun 2020
Does Explainable Artificial Intelligence Improve Human Decision-Making? Y. Alufaisan L. Marusich J. Bakdash Yan Zhou Murat Kantarcioglu XAI 22 94 0 19 Jun 2020
How does this interaction affect me? Interpretable attribution for feature interactions Michael Tsang Sirisha Rambhatla Yan Liu FAtt 22 85 0 19 Jun 2020
Opportunities and Challenges in Explainable Artificial Intelligence (XAI): A Survey Arun Das P. Rad XAI 44 593 0 16 Jun 2020
Contestable Black Boxes Andrea Aler Tubella Andreas Theodorou Virginia Dignum Loizos Michael 13 10 0 09 Jun 2020
Interpretable Classification of Bacterial Raman Spectra with Knockoff Wavelets Charmaine Chia Matteo Sesia Chi-Sing Ho S. Jeffrey J. Dionne Emmanuel J. Candès R. Howe 25 5 0 08 Jun 2020
From Checking to Inference: Actual Causality Computations as Optimization Problems Amjad Ibrahim A. Pretschner LRM 18 13 0 05 Jun 2020
Local Interpretability of Calibrated Prediction Models: A Case of Type 2 Diabetes Mellitus Screening Test Simon Kocbek Primož Kocbek Leona Cilar Gregor Stiglic 16 2 0 02 Jun 2020
Aligning Faithful Interpretations with their Social Attribution Alon Jacovi Yoav Goldberg 26 105 0 01 Jun 2020