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
Understandable Robots Shikhar Kumar 24 13 0 22 Sep 2022
Computing Abductive Explanations for Boosted Trees Gilles Audemard Jean-Marie Lagniez Pierre Marquis N. Szczepanski 48 12 0 16 Sep 2022
Model interpretation using improved local regression with variable importance Gilson Y. Shimizu Rafael Izbicki A. Carvalho FAtt 19 3 0 12 Sep 2022
A Causal-based Approach to Explain, Predict and Prevent Failures in Robotic Tasks Maximilian Diehl Karinne Ramirez-Amaro CML 53 21 0 12 Sep 2022
Explaining Results of Multi-Criteria Decision Making Martin Erwig Prashant Kumar 14 0 0 10 Sep 2022
Shapley value-based approaches to explain the robustness of classifiers in machine learning G. D. Pelegrina S. Siraj FAtt 26 3 0 09 Sep 2022
Regulating eXplainable Artificial Intelligence (XAI) May Harm Consumers Behnam Mohammadi Nikhil Malik Timothy P. Derdenger K. Srinivasan 30 1 0 07 Sep 2022
Explaining Machine Learning Models in Natural Conversations: Towards a Conversational XAI Agent Van Bach Nguyen Jorg Schlotterer C. Seifert AILaw 31 11 0 06 Sep 2022
"Mama Always Had a Way of Explaining Things So I Could Understand'': A Dialogue Corpus for Learning to Construct Explanations Henning Wachsmuth Milad Alshomary 42 12 0 06 Sep 2022
When Bioprocess Engineering Meets Machine Learning: A Survey from the Perspective of Automated Bioprocess Development Nghia Duong-Trung Stefan Born Jong Woo Kim M. Schermeyer Katharina Paulick ... Thorben Werner Randolf Scholz Lars Schmidt-Thieme Peter Neubauer Ernesto Martinez 39 20 0 02 Sep 2022
INTERACTION: A Generative XAI Framework for Natural Language Inference Explanations Jialin Yu Alexandra I. Cristea Anoushka Harit Zhongtian Sun O. Aduragba Lei Shi Noura Al Moubayed 36 10 0 02 Sep 2022
Model Transparency and Interpretability : Survey and Application to the Insurance Industry Dimitri Delcaillau Antoine Ly Alizé Papp Franck Vermet AI4CE 31 11 0 01 Sep 2022
Formalising the Robustness of Counterfactual Explanations for Neural Networks Junqi Jiang Francesco Leofante Antonio Rago Francesca Toni AAML 32 27 0 31 Aug 2022
Interpreting Black-box Machine Learning Models for High Dimensional Datasets Md. Rezaul Karim Md. Shajalal Alexander Grass Till Dohmen S. Chala Alexander Boden C. Beecks Stefan Decker FAtt 16 17 0 29 Aug 2022
A Framework for Inherently Interpretable Optimization Models Marc Goerigk Michael Hartisch AI4CE 44 16 0 26 Aug 2022
Concept-Based Techniques for "Musicologist-friendly" Explanations in a Deep Music Classifier Francesco Foscarin Katharina Hoedt Verena Praher A. Flexer Gerhard Widmer 26 11 0 26 Aug 2022
Knowledge-based and Data-driven Reasoning and Learning for Ad Hoc Teamwork Hasra Dodampegama Mohan Sridharan 22 0 0 24 Aug 2022
Explainable AI for tailored electricity consumption feedback -- an experimental evaluation of visualizations Jacqueline Wastensteiner T. Weiß Felix Haag K. Hopf 25 11 0 24 Aug 2022
Augmented cross-selling through explainable AI -- a case from energy retailing Felix Haag K. Hopf Pedro Menelau Vasconcelos Thorsten Staake 29 4 0 24 Aug 2022
"Am I Private and If So, how Many?" - Communicating Privacy Guarantees of Differential Privacy with Risk Communication Formats Daniel Franzen Saskia Nuñez von Voigt Peter Sorries Florian Tschorsch Claudia Muller-Birn 33 19 0 23 Aug 2022
SoK: Explainable Machine Learning for Computer Security Applications A. Nadeem D. Vos Clinton Cao Luca Pajola Simon Dieck Robert Baumgartner S. Verwer 36 40 0 22 Aug 2022
Searching for Structure in Unfalsifiable Claims Peter Ebert Christensen Frederik Warburg Menglin Jia Serge Belongie HAI 22 4 0 19 Aug 2022
Transcending XAI Algorithm Boundaries through End-User-Inspired Design Weina Jin Jianyu Fan D. Gromala Philippe Pasquier Xiaoxiao Li Ghassan Hamarneh 33 3 0 18 Aug 2022
Explaining Machine Learning DGA Detectors from DNS Traffic Data Giorgio Piras Maura Pintor Christian Scano Battista Biggio AAML AI4CE 19 5 0 10 Aug 2022
Trustworthy Visual Analytics in Clinical Gait Analysis: A Case Study for Patients with Cerebral Palsy A. Rind D. Slijepcevic Matthias Zeppelzauer F. Unglaube A. Kranzl B. Horsak 21 4 0 10 Aug 2022
"Is It My Turn?" Assessing Teamwork and Taskwork in Collaborative Immersive Analytics Michaela Benk Raphael P. Weibel Stefan Feuerriegel Andrea Ferrario 31 3 0 09 Aug 2022
A Means-End Account of Explainable Artificial Intelligence O. Buchholz XAI 47 12 0 09 Aug 2022
An Empirical Evaluation of Predicted Outcomes as Explanations in Human-AI Decision-Making Johannes Jakubik Jakob Schöffer Vincent Hoge Michael Vossing Niklas Kühl 27 11 0 08 Aug 2022
Sampling Based On Natural Image Statistics Improves Local Surrogate Explainers Ricardo Kleinlein Alexander Hepburn Raúl Santos-Rodríguez Fernando Fernández-Martínez AAML FAtt 27 2 0 08 Aug 2022
Planning and Scheduling in Digital Health with Answer Set Programming Marco Mochi 21 0 0 05 Aug 2022
PGX: A Multi-level GNN Explanation Framework Based on Separate Knowledge Distillation Processes Tien-Cuong Bui Wen-Syan Li S. Cha 16 1 0 05 Aug 2022
Leveraging Explanations in Interactive Machine Learning: An Overview Stefano Teso Öznur Alkan Wolfgang Stammer Elizabeth M. Daly XAI FAtt LRM 31 62 0 29 Jul 2022
Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks Tilman Raukur A. Ho Stephen Casper Dylan Hadfield-Menell AAML AI4CE 30 126 0 27 Jul 2022
A general-purpose method for applying Explainable AI for Anomaly Detection John Sipple Abdou Youssef 32 15 0 23 Jul 2022
Deep neural network heatmaps capture Alzheimer's disease patterns reported in a large meta-analysis of neuroimaging studies Dingqian Wang N. Honnorat P. Fox K. Ritter Simon B. Eickhoff S. Seshadri Mohamad Habes 24 33 0 22 Jul 2022
Interpretable Boosted Decision Tree Analysis for the Majorana Demonstrator I. Arnquist F. Avignone A. Barabash C. Barton K. Bhimani ... S. Vasilyev J. Wilkerson C. Wiseman W. Xu C.-H. Yu 14 3 0 21 Jul 2022
Learning Unsupervised Hierarchies of Audio Concepts Darius Afchar Romain Hennequin Vincent Guigue 50 2 0 21 Jul 2022
Constrained Prescriptive Trees via Column Generation Shivaram Subramanian Wei-Ju Sun Youssef Drissi M. Ettl 8 9 0 20 Jul 2022
Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems Silvan Mertes Christina Karle Tobias Huber Katharina Weitz Ruben Schlagowski Elisabeth André 26 12 0 19 Jul 2022
Explainable Human-in-the-loop Dynamic Data-Driven Digital Twins Nan Zhang Rami Bahsoon Nikos Tziritas Georgios Theodoropoulos 40 9 0 19 Jul 2022
Explainable Deep Belief Network based Auto encoder using novel Extended Garson Algorithm Satyam Kumar V. Ravi AI4CE 37 1 0 18 Jul 2022
Towards Explainability in NLP: Analyzing and Calculating Word Saliency through Word Properties Jialiang Dong Zhitao Guan Longfei Wu Zijian Zhang Xiaojiang Du XAI AAML FAtt MILM 28 2 0 17 Jul 2022
Outcome-Guided Counterfactuals for Reinforcement Learning Agents from a Jointly Trained Generative Latent Space Eric Yeh Pedro Sequeira Jesse Hostetler Melinda Gervasio OOD CML BDL OffRL 25 2 0 15 Jul 2022
Beware the Rationalization Trap! When Language Model Explainability Diverges from our Mental Models of Language Rita Sevastjanova Mennatallah El-Assady LRM 45 9 0 14 Jul 2022
Policy Optimization with Sparse Global Contrastive Explanations Jiayu Yao S. Parbhoo Weiwei Pan Finale Doshi-Velez OffRL 27 2 0 13 Jul 2022
Explainable Intrusion Detection Systems (X-IDS): A Survey of Current Methods, Challenges, and Opportunities Subash Neupane Jesse Ables William Anderson Sudip Mittal Shahram Rahimi I. Banicescu Maria Seale AAML 61 72 0 13 Jul 2022
On Computing Relevant Features for Explaining NBCs Yacine Izza Sasha Rubin 41 5 0 11 Jul 2022
Explaining Chest X-ray Pathologies in Natural Language Maxime Kayser Cornelius Emde Oana-Maria Camburu Guy Parsons B. Papież Thomas Lukasiewicz MedIm 29 27 0 09 Jul 2022
Fidelity of Ensemble Aggregation for Saliency Map Explanations using Bayesian Optimization Techniques Yannik Mahlau Christian Nolde FAtt 45 0 0 04 Jul 2022
Why we do need Explainable AI for Healthcare Giovanni Cina Tabea E. Rober Rob Goedhart Ilker Birbil 37 14 0 30 Jun 2022