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Explanation in Artificial Intelligence: Insights from the Social Sciences

22 June 2017

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

50 / 1,335 papers shown

Title
Explainability is NOT a GameCommunications of the ACM (CACM), 2023 Sasha Rubin Xuanxiang Huang 267 33 0 27 Jun 2023
Delivering Inflated ExplanationsAAAI Conference on Artificial Intelligence (AAAI), 2023 Yacine Izza Alexey Ignatiev Peter Stuckey Sasha Rubin XAI 186 10 0 27 Jun 2023
PWSHAP: A Path-Wise Explanation Model for Targeted VariablesInternational Conference on Machine Learning (ICML), 2023 Lucile Ter-Minassian Oscar Clivio Karla Diaz-Ordaz R. Evans Chris Holmes 231 2 0 26 Jun 2023
Inference for relative sparsity Samuel J. Weisenthal Sally W. Thurston Ashkan Ertefaie CML 226 0 0 25 Jun 2023
Towards Explainable Evaluation Metrics for Machine TranslationJournal of machine learning research (JMLR), 2023 Christoph Leiter Piyawat Lertvittayakumjorn M. Fomicheva Wei Zhao Yang Gao Steffen Eger ELM 292 23 0 22 Jun 2023
Learning Locally Interpretable Rule Ensemble Kentaro Kanamori 217 1 0 20 Jun 2023
Can Language Models Teach Weaker Agents? Teacher Explanations Improve Students via Personalization Swarnadeep Saha Peter Hase Mohit Bansal LRM 174 16 0 15 Jun 2023
For Better or Worse: The Impact of Counterfactual Explanations' Directionality on User Behavior in xAI Ulrike Kuhl André Artelt Barbara Hammer 186 5 0 13 Jun 2023
Two-Stage Holistic and Contrastive Explanation of Image ClassificationConference on Uncertainty in Artificial Intelligence (UAI), 2023 Weiyan Xie Xiao-hui Li Zhi Lin Leonard K. M. Poon Caleb Chen Cao Ningyu Zhang 151 5 0 10 Jun 2023
HiTZ@Antidote: Argumentation-driven Explainable Artificial Intelligence for Digital MedicineAnnual Conference of the Spanish Society for Natural Language Processing (SEPLN), 2023 Rodrigo Agerri Inigo Alonso Aitziber Atutxa Ander Berrondo A. Estarrona ... Koldo Gojenola Maite Oronoz Igor Perez-Tejedor German Rigau Anar Yeginbergenova 94 6 0 09 Jun 2023
Interactive Explanation with Varying Level of Details in an Explainable Scientific Literature Recommender SystemInternational journal of human computer interactions (IJHCI), 2023 Mouadh Guesmi Mohamed Amine Chatti Shoeb Joarder Qurat Ul Ain R. Alatrash Clara Siepmann Tannaz Vahidi 197 19 0 09 Jun 2023
Explainable Predictive Maintenance Sepideh Pashami Sławomir Nowaczyk Yuantao Fan Jakub Jakubowski Nuno Paiva ... Bruno Veloso M. Sayed-Mouchaweh L. Rajaoarisoa Grzegorz J. Nalepa João Gama 196 17 0 08 Jun 2023
Dear XAI Community, We Need to Talk! Fundamental Misconceptions in Current XAI Research Timo Freiesleben Gunnar Konig 141 27 0 07 Jun 2023
Adversarial attacks and defenses in explainable artificial intelligence: A surveyInformation Fusion (Inf. Fusion), 2023 Hubert Baniecki P. Biecek AAML 483 111 0 06 Jun 2023
From Robustness to Explainability and Back Again Xuanxiang Huang Sasha Rubin 254 12 0 05 Jun 2023
Navigating Explanatory Multiverse Through Counterfactual Path GeometryMachine-mediated learning (ML), 2023 Kacper Sokol E. Small Yueqing Xuan 362 6 0 05 Jun 2023
(Un)reasonable Allure of Ante-hoc Interpretability for High-stakes Domains: Transparency Is Necessary but Insufficient for Comprehensibility Kacper Sokol Julia E. Vogt 197 11 0 04 Jun 2023
COBRA Frames: Contextual Reasoning about Effects and Harms of Offensive StatementsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Xuhui Zhou Haojie Zhu Akhila Yerukola Thomas Davidson Jena D. Hwang Swabha Swayamdipta Maarten Sap 189 46 0 03 Jun 2023
AI Transparency in the Age of LLMs: A Human-Centered Research Roadmap Q. V. Liao J. Vaughan 271 220 0 02 Jun 2023
Probabilistic Concept Bottleneck ModelsInternational Conference on Machine Learning (ICML), 2023 Eunji Kim Dahuin Jung Sangha Park Siwon Kim Sung-Hoon Yoon 294 85 0 02 Jun 2023
Survey of Trustworthy AI: A Meta Decision of AI Caesar Wu Yuan-Fang Li Pascal Bouvry 263 3 0 01 Jun 2023
Information Fusion via Symbolic Regression: A Tutorial in the Context of Human HealthInformation Fusion (Inf. Fusion), 2022 J. J. Schnur Nitesh Chawla 130 5 0 31 May 2023
Explaining Hate Speech Classification with Model Agnostic MethodsDeutsche Jahrestagung für Künstliche Intelligenz (KI), 2023 D. Nandini Ute Schmid 139 8 0 30 May 2023
Shapley Based Residual Decomposition for Instance AnalysisInternational Conference on Machine Learning (ICML), 2023 Tommy Liu Amanda S. Barnard TDI 160 2 0 30 May 2023
Reason to explain: Interactive contrastive explanations (REASONX) Laura State Salvatore Ruggieri Franco Turini LRM 274 2 0 29 May 2023
Faithfulness Tests for Natural Language ExplanationsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Pepa Atanasova Oana-Maria Camburu Christina Lioma Thomas Lukasiewicz J. Simonsen Isabelle Augenstein FAtt 341 84 0 29 May 2023
Decom--CAM: Tell Me What You See, In Details! Feature-Level Interpretation via Decomposition Class Activation Map Yuguang Yang Runtang Guo Shen-Te Wu Yimi Wang Juan Zhang Xuan Gong Baochang Zhang 172 1 0 27 May 2023
Justification vs. Transparency: Why and How Visual Explanations in a Scientific Literature Recommender System Mouadh Guesmi Mohamed Amine Chatti Shoeb Joarder Qurat Ul Ain Clara Siepmann Hoda Ghanbarzadeh R. Alatrash 169 9 0 26 May 2023
Applying Interdisciplinary Frameworks to Understand Algorithmic Decision-Making Timothée Schmude Laura M. Koesten Torsten Moller Sebastian Tschiatschek 135 1 0 26 May 2023
BiasX: "Thinking Slow" in Toxic Content Moderation with Explanations of Implied Social BiasesConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Yiming Zhang Sravani Nanduri Liwei Jiang Tongshuang Wu Maarten Sap 194 14 0 23 May 2023
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series ForecastingIEEE Transactions on Knowledge and Data Engineering (TKDE), 2023 Jinliang Deng Xiusi Chen Renhe Jiang Du Yin Yezhou Yang Xuan Song Ivor W. Tsang BDL AI4TS 226 38 0 22 May 2023
A Measure of Explanatory Effectiveness Dylan R. Cope Peter McBurney 113 0 0 20 May 2023
Visualization for Recommendation Explainability: A Survey and New Perspectives Mohamed Amine Chatti Mouadh Guesmi Arham Muslim XAI HAI LRM 151 17 0 19 May 2023
Constructing Word-Context-Coupled Space Aligned with Associative Knowledge Relations for Interpretable Language ModelingAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Fanyu Wang Zhenping Xie 246 0 0 19 May 2023
BELLA: Black box model Explanations by Local Linear Approximations N. Radulovic Nikolaos Perrakis Fabian M. Suchanek FAtt 357 1 0 18 May 2023
Explainable Multi-Agent Reinforcement Learning for Temporal QueriesInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 Kayla Boggess Sarit Kraus Lu Feng LRM 177 18 0 17 May 2023
Unveiling the Potential of Counterfactuals Explanations in Employability Raphael Mazzine Barbosa de Oliveira S. Goethals Dieter Brughmans David Martens 145 2 0 17 May 2023
ConvXAI: Delivering Heterogeneous AI Explanations via Conversations to Support Human-AI Scientific Writing Hua Shen Huang Chieh-Yang Tongshuang Wu Ting-Hao 'Kenneth' Huang 389 43 0 16 May 2023
Capturing Humans' Mental Models of AI: An Item Response Theory ApproachConference on Fairness, Accountability and Transparency (FAccT), 2023 Markelle Kelly Aakriti Kumar Padhraic Smyth M. Steyvers 165 22 0 15 May 2023
Distinguish Before Answer: Generating Contrastive Explanation as Knowledge for Commonsense Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Qianglong Chen Guohai Xu Mingshi Yan Ji Zhang Fei Huang Luo Si Yin Zhang 209 11 0 14 May 2023
Disproving XAI Myths with Formal Methods -- Initial ResultsIEEE International Conference on Engineering of Complex Computer Systems (ICECCS), 2023 Sasha Rubin 218 12 0 13 May 2023
In Search of Verifiability: Explanations Rarely Enable Complementary Performance in AI-Advised Decision MakingThe AI Magazine (AI Mag.), 2023 Raymond Fok Daniel S. Weld 329 82 0 12 May 2023
eXplainable Artificial Intelligence on Medical Images: A Survey Matteus Vargas Simao da Silva Rodrigo Reis Arrais Jhessica Victoria Santos da Silva Felipe Souza Tanios Mateus A. Chinelatto ... Fabiana Cristina Queiroz de Oliveira Marucci Francisco Alves de Souza Neto Danilo Xavier Silva Vitor Yukio Kondo C. F. G. Santos MedIm XAI 139 1 0 12 May 2023
Achieving Diversity in Counterfactual Explanations: a Review and DiscussionConference on Fairness, Accountability and Transparency (FAccT), 2023 Thibault Laugel Adulam Jeyasothy Marie-Jeanne Lesot Christophe Marsala Marcin Detyniecki CML 162 15 0 10 May 2023
Logic for Explainable AILogic in Computer Science (LICS), 2023 Adnan Darwiche 230 17 0 09 May 2023
XAI in Computational Linguistics: Understanding Political Leanings in the Slovenian Parliament Bojan Evkoski Senja Pollak 114 1 0 08 May 2023
Neighboring Words Affect Human Interpretation of Saliency ExplanationsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Tim Dockhorn Yaoliang Yu Heike Adel Mahdi Zolnouri V. Nia FAtt MILM 204 6 0 04 May 2023
Explaining Language Models' Predictions with High-Impact Concepts Ruochen Zhao Shafiq Joty Yongjie Wang Tan Wang LRM 181 9 0 03 May 2023
Using Large Language Models for Interpreting Autonomous Robots BehaviorsHybrid Artificial Intelligence Systems (HAIS), 2023 Miguel Ángel González Santamarta Laura Fernández-Becerra David Sobrín-Hidalgo Ángel Manuel Guerrero Higueras Irene González Francisco J. Rodríguez-Lera 187 14 0 28 Apr 2023
A New Class of Explanations for Classifiers with Non-Binary FeaturesEuropean Conference on Logics in Artificial Intelligence (JELIA), 2023 Chunxi Ji Adnan Darwiche FAtt 239 5 0 28 Apr 2023