Title
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 237 121 0 22 Sep 2022
Concept Activation Regions: A Generalized Framework For Concept-Based Explanations Jonathan Crabbé M. Schaar 125 53 0 22 Sep 2022
Learning Visual Explanations for DCNN-Based Image Classifiers Using an Attention Mechanism Ioanna Gkartzonika Nikolaos Gkalelis Vasileios Mezaris 56 9 0 22 Sep 2022
XClusters: Explainability-first Clustering Hyunseung Hwang Steven Euijong Whang 59 5 0 22 Sep 2022
Understandable Robots Shikhar Kumar 82 13 0 22 Sep 2022
An Overview of Violence Detection Techniques: Current Challenges and Future Directions N. Mumtaz N. Ejaz Shabana Habib Syed Muhammad Mohsin Prayag Tiwari Shahab S. Band Neeraj Kumar 74 29 0 21 Sep 2022
A Systematic Literature Review of Soft Computing Techniques for Software Maintainability Prediction: State-of-the-Art, Challenges and Future Directions Gokul Yenduri Thippa Reddy Gadekallu 24 4 0 21 Sep 2022
Interpretable Selective Learning in Credit Risk Dangxing Chen Weicheng Ye Jiahui Ye FaML 66 16 0 21 Sep 2022
"Guess what I'm doing": Extending legibility to sequential decision tasks Miguel Faria Francisco S. Melo Ana Paiva 64 1 0 19 Sep 2022
Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off M. Zarlenga Pietro Barbiero Gabriele Ciravegna G. Marra Francesco Giannini ... F. Precioso S. Melacci Adrian Weller Pietro Lio M. Jamnik 146 59 0 19 Sep 2022
Survey on Fairness Notions and Related Tensions Guilherme Alves Fabien Bernier Miguel Couceiro K. Makhlouf C. Palamidessi Sami Zhioua FaML 103 26 0 16 Sep 2022
Computing Abductive Explanations for Boosted Trees Gilles Audemard Jean-Marie Lagniez Pierre Marquis N. Szczepanski 84 14 0 16 Sep 2022
Visual Recognition with Deep Nearest Centroids Wenguan Wang Cheng Han Tianfei Zhou Dongfang Liu 127 94 0 15 Sep 2022
Explainable AI for clinical and remote health applications: a survey on tabular and time series data Flavio Di Martino Franca Delmastro AI4TS 66 98 0 14 Sep 2022
Model interpretation using improved local regression with variable importance Gilson Y. Shimizu Rafael Izbicki A. Carvalho FAtt 42 3 0 12 Sep 2022
Regulating eXplainable Artificial Intelligence (XAI) May Harm Consumers Behnam Mohammadi Nikhil Malik Timothy P. Derdenger K. Srinivasan 43 2 0 07 Sep 2022
Change Detection for Local Explainability in Evolving Data Streams Johannes Haug Alexander Braun Stefan Zurn Gjergji Kasneci FAtt 42 10 0 06 Sep 2022
Explaining Machine Learning Models in Natural Conversations: Towards a Conversational XAI Agent Van Bach Nguyen Jorg Schlotterer C. Seifert AILaw 49 12 0 06 Sep 2022
Generating detailed saliency maps using model-agnostic methods Maciej Sakowicz FAtt 45 0 0 04 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 74 10 0 02 Sep 2022
Explainable Artificial Intelligence Applications in Cyber Security: State-of-the-Art in Research Zhibo Zhang H. A. Hamadi Ernesto Damiani C. Yeun Fatma Taher AAML 108 164 0 31 Aug 2022
Representation Learning based and Interpretable Reactor System Diagnosis Using Denoising Padded Autoencoder Chengyuan Li Zihan Qiu Zhangrui Yan Mei Li AI4CE 39 1 0 30 Aug 2022
Symbolic Explanation of Affinity-Based Reinforcement Learning Agents with Markov Models Charl Maree C. Omlin 63 0 0 26 Aug 2022
A Framework for Inherently Interpretable Optimization Models Marc Goerigk Michael Hartisch AI4CE 100 17 0 26 Aug 2022
A survey, review, and future trends of skin lesion segmentation and classification M. Hasan Md. Asif Ahamad Choon Hwai Yap Guang Yang 75 93 0 25 Aug 2022
Collective Intelligence in Human-AI Teams: A Bayesian Theory of Mind Approach Samuel Westby Christoph Riedl LLMAG 71 23 0 24 Aug 2022
Explainable AI for tailored electricity consumption feedback -- an experimental evaluation of visualizations Jacqueline Wastensteiner T. Weiß Felix Haag K. Hopf 51 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 64 4 0 24 Aug 2022
Statistical Aspects of SHAP: Functional ANOVA for Model Interpretation Andrew Herren P. R. Hahn FAtt 53 10 0 21 Aug 2022
Causality-Inspired Taxonomy for Explainable Artificial Intelligence Pedro C. Neto Tiago B. Gonccalves João Ribeiro Pinto W. Silva Ana F. Sequeira Arun Ross Jaime S. Cardoso XAI 110 13 0 19 Aug 2022
SAFARI: Versatile and Efficient Evaluations for Robustness of Interpretability Wei Huang Xingyu Zhao Gao Jin Xiaowei Huang AAML 90 31 0 19 Aug 2022
Neural Payoff Machines: Predicting Fair and Stable Payoff Allocations Among Team Members Daphne Cornelisse Thomas Rood Mateusz Malinowski Yoram Bachrach Tal Kachman 58 10 0 18 Aug 2022
A Framework for Understanding and Visualizing Strategies of RL Agents Pedro Sequeira Daniel Elenius Jesse Hostetler Melinda Gervasio 25 2 0 17 Aug 2022
Quality Diversity Evolutionary Learning of Decision Trees Andrea Ferigo Leonardo Lucio Custode Giovanni Iacca 98 13 0 17 Aug 2022
Developing moral AI to support antimicrobial decision making W. Bolton C. Badea Pantelis Georgiou Alison H. Holmes T. Rawson 71 11 0 12 Aug 2022
E Pluribus Unum Interpretable Convolutional Neural Networks George Dimas Eirini Cholopoulou D. Iakovidis 76 3 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 64 3 0 09 Aug 2022
EFI: A Toolbox for Feature Importance Fusion and Interpretation in Python Aayush Kumar J. M. Mase D. Rengasamy Benjamin Rothwell Mercedes Torres Torres David A. Winkler Grazziela Figueredo 69 2 0 08 Aug 2022
Planning and Scheduling in Digital Health with Answer Set Programming Marco Mochi 110 0 0 05 Aug 2022
Deep learning for understanding multilabel imbalanced Chest X-ray datasets H. Liz Javier Huertas-Tato Manuel Sánchez-Montanés Javier Del Ser David Camacho SSL 76 26 0 28 Jul 2022
Latent Properties of Lifelong Learning Systems Corban G. Rivera C. Ashcraft Alexander New J. Schmidt Gautam K. Vallabha CLL 42 0 0 28 Jul 2022
XADLiME: eXplainable Alzheimer's Disease Likelihood Map Estimation via Clinically-guided Prototype Learning A. Mulyadi Wonsik Jung Kwanseok Oh Jee Seok Yoon Heung-Il Suk MedIm 49 2 0 27 Jul 2022
Adaptive occlusion sensitivity analysis for visually explaining video recognition networks Tomoki Uchiyama Naoya Sogi S. Iizuka Koichiro Niinuma Kazuhiro Fukui 63 2 0 26 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 66 36 0 22 Jul 2022
Learning Unsupervised Hierarchies of Audio Concepts Darius Afchar Romain Hennequin Vincent Guigue 84 2 0 21 Jul 2022
Overlooked factors in concept-based explanations: Dataset choice, concept learnability, and human capability V. V. Ramaswamy Sunnie S. Y. Kim Ruth C. Fong Olga Russakovsky FAtt 70 29 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 75 12 0 19 Jul 2022
Explainable Human-in-the-loop Dynamic Data-Driven Digital Twins Nan Zhang Rami Bahsoon Nikos Tziritas Georgios Theodoropoulos 63 9 0 19 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 88 2 0 17 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 115 76 0 13 Jul 2022