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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"

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Title
Exploring the Effect of Explanation Content and Format on User Comprehension and Trust in Healthcare Antonio Rago Bence Palfi Purin Sukpanichnant Hannibal Nabli Kavyesh Vivek Olga Kostopoulou James Kinross Francesca Toni 369 0 0 30 Aug 2024
Using LLMs for Explaining Sets of Counterfactual Examples to Final Users Arturo Fredes Jordi Vitria CML LRM 127 7 0 27 Aug 2024
Logic interpretations of ANN partition cells Ingo Schmitt 36 0 0 26 Aug 2024
A Transparency Paradox? Investigating the Impact of Explanation Specificity and Autonomous Vehicle Perceptual Inaccuracies on Passengers Daniel Omeiza Raunak P. Bhattacharyya Marina Jirotka Nick Hawes Lars Kunze 147 0 0 16 Aug 2024
Measuring User Understanding in Dialogue-based XAI SystemsEuropean Conference on Artificial Intelligence (ECAI), 2024 Dimitry Mindlin A. Robrecht Michael Morasch Philipp Cimiano 183 9 0 13 Aug 2024
Misfitting With AI: How Blind People Verify and Contest AI ErrorsInternational ACM SIGACCESS Conference on Computers and Accessibility (ASSETS), 2024 Rahaf Alharbi P. Lor Jaylin Herskovitz S. Schoenebeck Robin Brewer 185 24 0 13 Aug 2024
Explainable AI Reloaded: Challenging the XAI Status Quo in the Era of Large Language Models Upol Ehsan Mark O. Riedl 222 7 0 09 Aug 2024
Optimal and efficient text counterfactuals using Graph Neural NetworksBlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP (BlackBoxNLP), 2024 Dimitris Lymperopoulos Maria Lymperaiou Giorgos Filandrianos Giorgos Stamou 160 1 0 04 Aug 2024
Algorithm, Expert, or Both? Evaluating the Role of Feature Selection Methods on User Preferences and ReliancePLoS ONE (PLoS ONE), 2024 Suvarthi Sarkar Akshat Mittal 183 3 0 02 Aug 2024
Explainable Emotion Decoding for Human and Computer Vision Alessio Borriero Martina Milazzo M. Diano Davide Orsenigo Maria Chiara Villa Chiara Di Fazio Marco Tamietto Alan Perotti 193 1 0 01 Aug 2024
From Feature Importance to Natural Language Explanations Using LLMs with RAG Sule Tekkesinoglu Lars Kunze FAtt 171 3 0 30 Jul 2024
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 342 23 0 27 Jul 2024
Understanding XAI Through the Philosopher's Lens: A Historical Perspective Martina Mattioli Antonio Emanuele Cinà Marcello Pelillo XAI 229 0 0 26 Jul 2024
Explaining Decisions in ML Models: a Parameterized Complexity Analysis S. Ordyniak Giacomo Paesani Mateusz Rychlicki Stefan Szeider 153 2 0 22 Jul 2024
Building Machines that Learn and Think with People Katherine M. Collins Ilia Sucholutsky Umang Bhatt Kartik Chandra Lionel Wong ... Mark K. Ho Vikash K. Mansinghka Adrian Weller Joshua B. Tenenbaum Thomas Griffiths 258 79 0 22 Jul 2024
Semantic Prototypes: Enhancing Transparency Without Black Boxes Orfeas Menis Mastromichalakis Giorgos Filandrianos Jason Liartis Edmund Dervakos Giorgos Stamou 161 3 0 18 Jul 2024
Towards More Trustworthy and Interpretable LLMs for Code through Syntax-Grounded Explanations David Nader-Palacio Daniel Rodríguez-Cárdenas Alejandro Velasco Dipin Khati Kevin Moran Denys Poshyvanyk 263 11 0 12 Jul 2024
Impact Measures for Gradual Argumentation Semantics Caren Al Anaissy Jérôme Delobelle Srdjan Vesic Bruno Yun 141 1 0 11 Jul 2024
Explaining Graph Neural Networks for Node Similarity on Graphs Daniel Daza C. Chu T. Tran Daria Stepanova Michael Cochez Paul T. Groth 190 3 0 10 Jul 2024
Evaluating Human-AI Collaboration: A Review and Methodological Framework George Fragiadakis Christos Diou George Kousiouris Mara Nikolaidou 683 44 0 09 Jul 2024
A Survey on Natural Language Counterfactual Generation Yongjie Wang Xiaoqi Qiu Yu Yue Xu Guo Zhiwei Zeng Yuhong Feng Zhiqi Shen 233 18 0 04 Jul 2024
Machine Learning for Economic Forecasting: An Application to China's GDP Growth Yanqing Yang Xingcheng Xu Jinfeng Ge Yan Xu 93 4 0 04 Jul 2024
The Illusion of Competence: Evaluating the Effect of Explanations on Users' Mental Models of Visual Question Answering Systems Judith Sieker Simeon Junker R. Utescher Nazia Attari H. Wersing Hendrik Buschmeier Sina Zarrieß 144 5 0 27 Jun 2024
The Impact of Feature Representation on the Accuracy of Photonic Neural Networks Mauricio Gomes de Queiroz Paul Jiménez Raphael Cardoso Mateus Vidaletti da Costa Mohab Abdalla Ian O'Connor A. Bosio Fabio Pavanello 164 1 0 26 Jun 2024
REVEAL-IT: REinforcement learning with Visibility of Evolving Agent poLicy for InTerpretability Shuang Ao Simon Khan Haris Aziz Flora D. Salim 484 0 0 20 Jun 2024
Applications of Explainable artificial intelligence in Earth system science Feini Huang Shijie Jiang Lu Li Yongkun Zhang Ye Zhang Ruqing Zhang Qingliang Li Danxi Li Wei Shangguan Yongjiu Dai 187 5 0 12 Jun 2024
Evolutionary Computation and Explainable AI: A Roadmap to Transparent Intelligent Systems Ryan Zhou Jaume Bacardit Alexander Brownlee Stefano Cagnoni Martin Fyvie Giovanni Iacca John Mccall Niki van Stein David Walker Ting-Kuei Hu 204 1 0 12 Jun 2024
Beyond Trend Following: Deep Learning for Market Trend Prediction Fernando Berzal Alberto Garcia 183 0 0 10 Jun 2024
Deception Analysis with Artificial Intelligence: An Interdisciplinary Perspective Stefan Sarkadi 112 4 0 09 Jun 2024
Automated Trustworthiness Testing for Machine Learning Classifiers Steven Cho Seaton Cousins-Baxter Stefano Ruberto Valerio Terragni 274 0 0 07 Jun 2024
Scenarios and Approaches for Situated Natural Language Explanations Pengshuo Qiu Frank Rudzicz Zining Zhu LRM 251 0 0 07 Jun 2024
VERA: Generating Visual Explanations of Two-Dimensional Embeddings via Region Annotation P. G. Policar Blaž Zupan 107 1 0 07 Jun 2024
Contrastive Explainable Clustering with Differential PrivacyAdaptive Agents and Multi-Agent Systems (AAMAS), 2024 Dung Nguyen Ariel Vetzler Sarit Kraus A. Vullikanti 218 3 0 07 Jun 2024
Logic-Based Explainability: Past, Present & Future Joao Marques-Silva 274 3 0 04 Jun 2024
Transferring Domain Knowledge with (X)AI-Based Learning Systems Philipp Spitzer Niklas Kühl Marc Goutier Manuel Kaschura G. Satzger 164 3 0 03 Jun 2024
Learning Decision Trees and Forests with Algorithmic Recourse Kentaro Kanamori Takuya Takagi Ken Kobayashi Yuichi Ike 250 4 0 03 Jun 2024
A Synergistic Approach In Network Intrusion Detection By Neurosymbolic AI Alice Bizzarri Chung-En Yu B. Jalaeian Fabrizio Riguzzi Nathaniel D. Bastian AAML 230 8 0 03 Jun 2024
Breast Cancer Diagnosis: A Comprehensive Exploration of Explainable Artificial Intelligence (XAI) Techniques Samita Bai Sidra Nasir Rizwan Ahmed Khan Sheeraz Arif Alexandre Meyer 211 9 0 01 Jun 2024
AI with Alien Content and Alien Metasemantics H. Cappelen J. Dever 113 6 0 30 May 2024
Domain adaptation in small-scale and heterogeneous biological datasets Seyedmehdi Orouji Martin C. Liu T. Korem Megan A. K. Peters 162 24 0 29 May 2024
GLANCE: Global Actions in a Nutshell for Counterfactual Explainability Ioannis Emiris Eleni Psaroudaki G. Giannopoulos Dimitrios Gunopulos Nikolaos Theologitis ... Dimitrios Tomaras Kleopatra Markou Nikolaos Theologitis Dimitris Fotakis Konstantinos Tsopelas CML FAtt 287 5 0 29 May 2024
Enabling Generative Design Tools with LLM Agents for Building Novel Devices: A Case Study on Fluidic Computation Interfaces Qiuyu Lu Jiawei Fang Zhihao Yao Yue Yang Shiqing Lyu Haipeng Mi Lining Yao AI4CE 215 1 0 28 May 2024
Generative Query Reformulation Using Ensemble Prompting, Document Fusion, and Relevance Feedback Kaustubh D. Dhole Ramraj Chandradevan Eugene Agichtein 198 3 0 27 May 2024
The AI-DEC: A Card-based Design Method for User-centered AI Explanations Christine P. Lee M. Lee Bilge Mutlu HAI 205 10 0 26 May 2024
Navigating AI Fallibility: Examining People's Reactions and Perceptions of AI after Encountering Personality Misrepresentations Qiaosi Wang Chidimma L. Anyi V. D. Swain Ashok K. Goel 175 0 0 25 May 2024
Reassessing Evaluation Functions in Algorithmic Recourse: An Empirical Study from a Human-Centered PerspectiveInternational Joint Conference on Artificial Intelligence (IJCAI), 2024 T. Tominaga Naomi Yamashita Takeshi Kurashima 231 3 0 23 May 2024
Why do explanations fail? A typology and discussion on failures in XAI Clara Bove Thibault Laugel Marie-Jeanne Lesot C. Tijus Marcin Detyniecki 209 8 0 22 May 2024
Explainable offline automatic signature verifier to support forensic handwriting examiners Moisés Díaz M. A. Ferrer-Ballester G. Vessio 124 6 0 21 May 2024
A Multi-Modal Explainability Approach for Human-Aware Robots in Multi-Party Conversation Iveta Becková Stefan Pócos Giulia Belgiovine Marco Matarese A. Sciutti Carlo Mazzola Carlo Mazzola 304 3 0 20 May 2024
Mitigating Text Toxicity with Counterfactual Generation Milan Bhan Jean-Noel Vittaut Nina Achache Victor Legrand Nicolas Chesneau A. Blangero Juliette Murris Marie-Jeanne Lesot MedIm 514 4 0 16 May 2024