Title
Investigating the Impact of Independent Rule Fitnesses in a Learning Classifier System Michael Heider Helena Stegherr Jonathan Wurth Roman Sraj J. Hähner 42 5 0 12 Jul 2022
eX-ViT: A Novel eXplainable Vision Transformer for Weakly Supervised Semantic Segmentation Lu Yu Wei Xiang Juan Fang Yi-Ping Phoebe Chen Lianhua Chi ViT 80 26 0 12 Jul 2022
Machine Learning Security in Industry: A Quantitative Survey Kathrin Grosse L. Bieringer Tarek R. Besold Battista Biggio Katharina Krombholz 110 33 0 11 Jul 2022
Explainable AI (XAI) in Biomedical Signal and Image Processing: Promises and Challenges Guang Yang Arvind Rao C. Fernandez-Maloigne Vince D. Calhoun Gloria Menegaz 28 9 0 09 Jul 2022
Deep Learning for Anomaly Detection in Log Data: A Survey Max Landauer Sebastian Onder Florian Skopik Markus Wurzenberger 102 97 0 08 Jul 2022
Fairness and Bias in Robot Learning Laura Londoño Juana Valeria Hurtado Nora Hertz P. Kellmeyer S. Voeneky Abhinav Valada FaML 80 9 0 07 Jul 2022
Automating the Design and Development of Gradient Descent Trained Expert System Networks Jeremy Straub 69 10 0 04 Jul 2022
Features of a Splashing Drop on a Solid Surface and the Temporal Evolution extracted through Image-Sequence Classification using an Interpretable Feedforward Neural Network Jingzu Yee Daichi Igarashi(五十嵐大地) A. Yamanaka Yoshiyuki Tagawa(田川義之) 36 1 0 03 Jul 2022
Interpretable by Design: Learning Predictors by Composing Interpretable Queries Aditya Chattopadhyay Stewart Slocum B. Haeffele René Vidal D. Geman 113 24 0 03 Jul 2022
Learning Classifier Systems for Self-Explaining Socio-Technical-Systems Michael Heider Helena Stegherr R. Nordsieck J. Hähner 21 9 0 01 Jul 2022
On Computing Probabilistic Explanations for Decision Trees Marcelo Arenas Pablo Barceló M. Romero Bernardo Subercaseaux FAtt 92 42 0 30 Jun 2022
Why we do need Explainable AI for Healthcare Giovanni Cina Tabea E. Rober Rob Goedhart Ilker Birbil 71 14 0 30 Jun 2022
Explaining Any ML Model? -- On Goals and Capabilities of XAI Moritz Renftle Holger Trittenbach M. Poznic Reinhard Heil ELM 75 6 0 28 Jun 2022
Reducing Annotation Need in Self-Explanatory Models for Lung Nodule Diagnosis Jiahao Lu Chong Yin Oswin Krause Kenny Erleben M. B. Nielsen S. Darkner MedIm 77 3 0 27 Jun 2022
Thermodynamics-inspired Explanations of Artificial Intelligence S. Mehdi P. Tiwary AI4CE 65 18 0 27 Jun 2022
RES: A Robust Framework for Guiding Visual Explanation Yuyang Gao Tong Sun Guangji Bai Siyi Gu S. Hong Liang Zhao FAtt AAML XAI 88 33 0 27 Jun 2022
Analyzing Explainer Robustness via Probabilistic Lipschitzness of Prediction Functions Zulqarnain Khan Davin Hill A. Masoomi Joshua Bone Jennifer Dy AAML 138 4 0 24 Jun 2022
OpenXAI: Towards a Transparent Evaluation of Model Explanations Chirag Agarwal Dan Ley Satyapriya Krishna Eshika Saxena Martin Pawelczyk Nari Johnson Isha Puri Marinka Zitnik Himabindu Lakkaraju XAI 136 147 0 22 Jun 2022
Connecting Algorithmic Research and Usage Contexts: A Perspective of Contextualized Evaluation for Explainable AI Q. V. Liao Yunfeng Zhang Ronny Luss Finale Doshi-Velez Amit Dhurandhar 164 83 0 22 Jun 2022
Stop ordering machine learning algorithms by their explainability! A user-centered investigation of performance and explainability L. Herm Kai Heinrich Jonas Wanner Christian Janiesch 38 88 0 20 Jun 2022
Benchmarking Heterogeneous Treatment Effect Models through the Lens of Interpretability Jonathan Crabbé Alicia Curth Ioana Bica M. Schaar CML 110 16 0 16 Jun 2022
Multi-Objective Hyperparameter Optimization in Machine Learning -- An Overview Florian Karl Tobias Pielok Julia Moosbauer Florian Pfisterer Stefan Coors ... Jakob Richter Michel Lang Eduardo C. Garrido-Merchán Juergen Branke B. Bischl AI4CE 86 61 0 15 Jun 2022
A Methodology and Software Architecture to Support Explainability-by-Design T. D. Huynh Niko Tsakalakis Ayah Helal Sophie Stalla-Bourdillon Luc Moreau 55 5 0 13 Jun 2022
Efficient Human-in-the-loop System for Guiding DNNs Attention Yi He Xi Yang Chia-Ming Chang Haoran Xie Takeo Igarashi 87 8 0 13 Jun 2022
Ask to Know More: Generating Counterfactual Explanations for Fake Claims Shih-Chieh Dai Yi-Li Hsu Aiping Xiong Lun-Wei Ku OffRL 50 24 0 10 Jun 2022
ECLAD: Extracting Concepts with Local Aggregated Descriptors Andres Felipe Posada-Moreno N. Surya Sebastian Trimpe 61 13 0 09 Jun 2022
A taxonomy of explanations to support Explainability-by-Design Niko Tsakalakis Sophie Stalla-Bourdillon T. D. Huynh Luc Moreau XAI 17 2 0 09 Jun 2022
Balanced background and explanation data are needed in explaining deep learning models with SHAP: An empirical study on clinical decision making Mingxuan Liu Yilin Ning Han Yuan M. Ong Nan Liu FAtt 43 1 0 08 Jun 2022
Towards Explainable Social Agent Authoring tools: A case study on FAtiMA-Toolkit Manuel Guimarães Joana Campos Pedro A. Santos João Dias R. Prada 29 1 0 07 Jun 2022
Towards better Interpretable and Generalizable AD detection using Collective Artificial Intelligence H. Nguyen Michael Clement Boris Mansencal Pierrick Coupé MedIm 63 8 0 07 Jun 2022
Explainable Artificial Intelligence (XAI) for Internet of Things: A Survey İbrahim Kök Feyza Yıldırım Okay Özgecan Muyanlı S. Özdemir XAI 74 55 0 07 Jun 2022
Explainability in Mechanism Design: Recent Advances and the Road Ahead Sharadhi Alape Suryanarayana David Sarne Sarit Kraus 61 6 0 07 Jun 2022
A Human-Centric Take on Model Monitoring Murtuza N. Shergadwala Himabindu Lakkaraju K. Kenthapadi 93 11 0 06 Jun 2022
Towards Responsible AI for Financial Transactions Charl Maree Jan Erik Modal C. Omlin AAML 105 17 0 06 Jun 2022
Interpretable Models Capable of Handling Systematic Missingness in Imbalanced Classes and Heterogeneous Datasets Sreejita Ghosh E. Baranowski Michael Biehl W. Arlt Peter Tiño the United Kingdom Utrecht University 66 6 0 04 Jun 2022
Future Artificial Intelligence tools and perspectives in medicine Ahmad Chaddad Y. Katib Lama Hassan 89 8 0 04 Jun 2022
Analysis, Characterization, Prediction and Attribution of Extreme Atmospheric Events with Machine Learning: a Review S. Salcedo-Sanz Jorge Pérez-Aracil G. Ascenso Javier Del Ser D. Casillas-Pérez ... D. Barriopedro R. García-Herrera Marcello Restelli M. Giuliani A. Castelletti AI4Cl 78 13 0 03 Jun 2022
XAI for Cybersecurity: State of the Art, Challenges, Open Issues and Future Directions Gautam Srivastava Rutvij H. Jhaveri S. Bhattacharya Sharnil Pandya Rajeswari Praveen Kumar Reddy Maddikunta Gokul Yenduri Jon G. Hall M. Alazab Thippa Reddy Gadekallu 90 56 0 03 Jun 2022
Why Did This Model Forecast This Future? Closed-Form Temporal Saliency Towards Causal Explanations of Probabilistic Forecasts Chirag Raman Hayley Hung Marco Loog 87 3 0 01 Jun 2022
Putting AI Ethics into Practice: The Hourglass Model of Organizational AI Governance Matti Mäntymäki Matti Minkkinen Teemu Birkstedt M. Viljanen 84 22 0 01 Jun 2022
Attribution-based Explanations that Provide Recourse Cannot be Robust H. Fokkema R. D. Heide T. Erven FAtt 126 20 0 31 May 2022
Grid HTM: Hierarchical Temporal Memory for Anomaly Detection in Videos V. Monakhov Vajira Thambawita Pål Halvorsen Michael A. Riegler AI4TS 26 0 0 30 May 2022
Multi-Fault Diagnosis Of Industrial Rotating Machines Using Data-Driven Approach: A Review Of Two Decades Of Research S. Gawde S. Patil Shylendra Kumar P. Kamat K. Kotecha Ajith Abraham AI4CE 104 51 0 30 May 2022
Unfooling Perturbation-Based Post Hoc Explainers Zachariah Carmichael Walter J. Scheirer AAML 92 15 0 29 May 2022
Interpretation Quality Score for Measuring the Quality of interpretability methods Sean Xie Soroush Vosoughi Saeed Hassanpour XAI 111 5 0 24 May 2022
Explanatory machine learning for sequential human teaching L. Ai Johannes Langer Stephen Muggleton Ute Schmid 102 5 0 20 May 2022
On Tackling Explanation Redundancy in Decision Trees Yacine Izza Alexey Ignatiev Sasha Rubin FAtt 100 64 0 20 May 2022
A Psychological Theory of Explainability Scott Cheng-Hsin Yang Tomas Folke Patrick Shafto XAI FAtt 97 17 0 17 May 2022
Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations Jessica Dai Sohini Upadhyay Ulrich Aïvodji Stephen H. Bach Himabindu Lakkaraju 94 58 0 15 May 2022
Grounding Explainability Within the Context of Global South in XAI Deepa Singh M. Slupczynski Ajit G. Pillai Vinoth Pandian Sermuga Pandian 34 3 0 13 May 2022