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
Diagnosing AI Explanation Methods with Folk Concepts of Behavior Alon Jacovi Jasmijn Bastings Sebastian Gehrmann Yoav Goldberg Katja Filippova 41 16 0 27 Jan 2022
Attention cannot be an Explanation Arjun Reddy Akula Song-Chun Zhu FAtt XAI 25 6 0 26 Jan 2022
Explainability in Music Recommender Systems Darius Afchar Alessandro B. Melchiorre Markus Schedl Romain Hennequin Elena V. Epure Manuel Moussallam 39 48 0 25 Jan 2022
From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI Meike Nauta Jan Trienes Shreyasi Pathak Elisa Nguyen Michelle Peters Yasmin Schmitt Jorg Schlotterer M. V. Keulen C. Seifert ELM XAI 33 399 0 20 Jan 2022
Synthesizing explainable counterfactual policies for algorithmic recourse with program synthesis Giovanni De Toni Bruno Lepri Andrea Passerini CML 35 13 0 18 Jan 2022
COPA-SSE: Semi-structured Explanations for Commonsense Reasoning Ana Brassard Benjamin Heinzerling Pride Kavumba Kentaro Inui FAtt LRM 24 10 0 18 Jan 2022
Explainable Decision Making with Lean and Argumentative Explanations Xiuyi Fan Francesca Toni 35 1 0 18 Jan 2022
On some Foundational Aspects of Human-Centered Artificial Intelligence Luciano Serafini Raul Barbosa Jasmin Grosinger Luca Iocchi Christian Napoli ... A. Saffiotti Teresa Scantamburlo Peter Schueller P. Traverso Javier Vázquez-Salceda 33 1 0 29 Dec 2021
Explainability Is in the Mind of the Beholder: Establishing the Foundations of Explainable Artificial Intelligence Kacper Sokol Peter A. Flach 50 21 0 29 Dec 2021
Towards Relatable Explainable AI with the Perceptual Process Wencan Zhang Brian Y. Lim AAML XAI 32 62 0 28 Dec 2021
A Survey on Interpretable Reinforcement Learning Claire Glanois Paul Weng Matthieu Zimmer Dong Li Tianpei Yang Jianye Hao Wulong Liu OffRL 23 97 0 24 Dec 2021
AcME -- Accelerated Model-agnostic Explanations: Fast Whitening of the Machine-Learning Black Box David Dandolo Chiara Masiero Mattia Carletti Davide Dalle Pezze Gian Antonio Susto FAtt LRM 24 23 0 23 Dec 2021
More Than Words: Towards Better Quality Interpretations of Text Classifiers Muhammad Bilal Zafar Philipp Schmidt Michele Donini Cédric Archambeau F. Biessmann Sanjiv Ranjan Das K. Kenthapadi FAtt 25 5 0 23 Dec 2021
Human-AI Collaboration for UX Evaluation: Effects of Explanation and Synchronization Mingming Fan Xianyou Yang Tsz Tung Yu Vera Q. Liao J. Zhao 24 1 0 23 Dec 2021
Explainable Artificial Intelligence for Autonomous Driving: A Comprehensive Overview and Field Guide for Future Research Directions Shahin Atakishiyev Mohammad Salameh Hengshuai Yao Randy Goebel 32 129 0 21 Dec 2021
Contrastive Explanations for Comparing Preferences of Reinforcement Learning Agents Jasmina Gajcin Rahul Nair Tejaswini Pedapati Radu Marinescu Elizabeth M. Daly Ivana Dusparic OffRL 19 11 0 17 Dec 2021
Towards Explainable Artificial Intelligence in Banking and Financial Services Ambreen Hanif 22 9 0 14 Dec 2021
Why Are You Weird? Infusing Interpretability in Isolation Forest for Anomaly Detection Nirmal Sobha Kartha Clément Gautrais Vincent Vercruyssen 19 6 0 13 Dec 2021
Ethical and social risks of harm from Language Models Laura Weidinger John F. J. Mellor Maribeth Rauh Conor Griffin J. Uesato ... Lisa Anne Hendricks William S. Isaac Sean Legassick G. Irving Iason Gabriel PILM 43 991 0 08 Dec 2021
Developing a Trusted Human-AI Network for Humanitarian Benefit S. Devitt J. Scholz Timo Schless L. Lewis 14 7 0 07 Dec 2021
On Two XAI Cultures: A Case Study of Non-technical Explanations in Deployed AI System Helen Jiang Erwen Senge 27 7 0 02 Dec 2021
Multi-objective Explanations of GNN Predictions Yifei Liu Chao Chen Yazheng Liu Xi Zhang Sihong Xie 24 13 0 29 Nov 2021
Exploring Business Process Deviance with Sequential and Declarative Patterns Giacomo Bergami Chiara Di Francescomarino Chiara Ghidini F. Maggi Joonas Puura 17 7 0 24 Nov 2021
Demystifying Ten Big Ideas and Rules Every Fire Scientist & Engineer Should Know About Blackbox, Whitebox & Causal Artificial Intelligence M. Z. Naser AI4CE 16 3 0 23 Nov 2021
Explainable Deep Image Classifiers for Skin Lesion Diagnosis C. Metta Andrea Beretta Riccardo Guidotti Yuan Yin Patrick Gallinari S. Rinzivillo F. Giannotti 23 5 0 22 Nov 2021
A Unified and Fast Interpretable Model for Predictive Analytics Yunan Zhu Rui Ding Tianchi Qiao Zhitao Zou Shi Han Dongmei Zhang 18 2 0 16 Nov 2021
Randomized Classifiers vs Human Decision-Makers: Trustworthy AI May Have to Act Randomly and Society Seems to Accept This Gábor Erdélyi Olivia J. Erdélyi V. Estivill-Castro FaML 25 3 0 15 Nov 2021
Explainable AI (XAI): A Systematic Meta-Survey of Current Challenges and Future Opportunities Waddah Saeed C. Omlin XAI 41 418 0 11 Nov 2021
Counterfactual Explanations for Models of Code Jürgen Cito Işıl Dillig V. Murali S. Chandra AAML LRM 32 48 0 10 Nov 2021
Causal versus Marginal Shapley Values for Robotic Lever Manipulation Controlled using Deep Reinforcement Learning Sindre Benjamin Remman Inga Strümke A. Lekkas CML 19 7 0 04 Nov 2021
Characterizing Human Explanation Strategies to Inform the Design of Explainable AI for Building Damage Assessment Donghoon Shin Sachin Grover Kenneth Holstein Adam Perer 43 3 0 04 Nov 2021
On the Effectiveness of Interpretable Feedforward Neural Network Miles Q. Li Benjamin C. M. Fung Adel Abusitta FaML AI4CE 28 3 0 03 Nov 2021
Exploring Explainable AI in the Financial Sector: Perspectives of Banks and Supervisory Authorities O. Kuiper M. V. D. Berg Joost van den Burgt S. Leijnen 19 18 0 03 Nov 2021
Interpretable and Explainable Machine Learning for Materials Science and Chemistry Felipe Oviedo J. L. Ferres Tonio Buonassisi K. Butler AI4CE 23 148 0 01 Nov 2021
JEDAI: A System for Skill-Aligned Explainable Robot Planning Naman Shah Pulkit Verma Trevor Angle Siddharth Srivastava 25 10 0 31 Oct 2021
Counterfactual Shapley Additive Explanations Emanuele Albini Jason Long Danial Dervovic Daniele Magazzeni 37 49 0 27 Oct 2021
Generating artificial texts as substitution or complement of training data Vincent Claveau Antoine Chaffin Ewa Kijak 41 9 0 25 Oct 2021
Human-Centered Explainable AI (XAI): From Algorithms to User Experiences Q. V. Liao R. Varshney 23 225 0 20 Oct 2021
Interpreting Deep Learning Models in Natural Language Processing: A Review Xiaofei Sun Diyi Yang Xiaoya Li Tianwei Zhang Yuxian Meng Han Qiu Guoyin Wang Eduard H. Hovy Jiwei Li 24 45 0 20 Oct 2021
Evaluating the Faithfulness of Importance Measures in NLP by Recursively Masking Allegedly Important Tokens and Retraining Andreas Madsen Nicholas Meade Vaibhav Adlakha Siva Reddy 111 35 0 15 Oct 2021
A New Approach for Interpretability and Reliability in Clinical Risk Prediction: Acute Coronary Syndrome Scenario Francisco Valente J. Henriques Simão Paredes Teresa Rocha Paulo de Carvalho João Morais OOD 34 22 0 15 Oct 2021
Using Psychological Characteristics of Situations for Social Situation Comprehension in Support Agents Ilir Kola Catholijn M. Jonker M. Birna van Riemsdijk 6 6 0 15 Oct 2021
Making Document-Level Information Extraction Right for the Right Reasons Liyan Tang Dhruv Rajan S. Mohan Abhijeet Pradhan R. Bryan Greg Durrett 15 1 0 14 Oct 2021
Retrieval-guided Counterfactual Generation for QA Bhargavi Paranjape Matthew Lamm Ian Tenney 40 31 0 14 Oct 2021
Open Player Modeling: Empowering Players through Data Transparency Jichen Zhu M. S. El-Nasr 29 13 0 12 Oct 2021
Explanation as a process: user-centric construction of multi-level and multi-modal explanations Bettina Finzel David E. Tafler Stephan Scheele Ute Schmid 33 10 0 07 Oct 2021
Empowering Local Communities Using Artificial Intelligence Yen-Chia Hsu Ting-Hao 'Kenneth' Huang Himanshu Verma A. Mauri I. Nourbakhsh A. Bozzon 39 32 0 05 Oct 2021
DeepA2: A Modular Framework for Deep Argument Analysis with Pretrained Neural Text2Text Language Models Gregor Betz Kyle Richardson 27 8 0 04 Oct 2021
Trustworthy AI: From Principles to Practices Yue Liu Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 124 357 0 04 Oct 2021
Generating User-Centred Explanations via Illocutionary Question Answering: From Philosophy to Interfaces Francesco Sovrano F. Vitali 53 14 0 02 Oct 2021