Title
The Role of Explanation Styles and Perceived Accuracy on Decision Making in Predictive Process Monitoring Soobin Chae Suhwan Lee Hanna Hauptmann H. Reijers Xixi Lu 9 0 0 19 Jun 2025
Mxplainer: Explain and Learn Insights by Imitating Mahjong Agents Lingfeng Li Yunlong Lu Yongyi Wang Qifan Zheng Wenxin Li LLMAG 33 0 0 17 Jun 2025
Towards Explaining Monte-Carlo Tree Search by Using Its Enhancements Jakub Kowalski M. Winands Maksymilian Wiśniewski Stanisław Reda Anna Wilbik 17 0 0 16 Jun 2025
Interpretable Few-Shot Image Classification via Prototypical Concept-Guided Mixture of LoRA Experts Zhong Ji Rongshuai Wei Jingren Liu Yanwei Pang Jungong Han 95 0 0 05 Jun 2025
Hierarchical Question-Answering for Driving Scene Understanding Using Vision-Language Models Safaa Abdullahi Moallim Mohamud Minjin Baek Dong Seog Han 56 0 0 03 Jun 2025
Composable Building Blocks for Controllable and Transparent Interactive AI Systems Sebe Vanbrabant Gustavo Rovelo Ruiz Davy Vanacken 28 0 0 02 Jun 2025
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Yarden Bakish Itamar Zimerman Hila Chefer Lior Wolf 22 0 0 02 Jun 2025
Efficient Preimage Approximation for Neural Network Certification Anton Björklund Mykola Zaitsev Marta Kwiatkowska AAML 33 0 0 28 May 2025
UGCE: User-Guided Incremental Counterfactual Exploration Christos Fragkathoulas E. Pitoura 22 0 0 27 May 2025
A Feature-level Bias Evaluation Framework for Facial Expression Recognition Models Tangzheng Lian Oya Celiktutan 26 0 0 26 May 2025
Unveil Sources of Uncertainty: Feature Contribution to Conformal Prediction Intervals Marouane Il Idrissi Agathe Fernandes Machado Ewen Gallic Arthur Charpentier 241 0 0 19 May 2025
Model Discovery with Grammatical Evolution. An Experiment with Prime Numbers Jakub Skrzyński Dominik Sepioło Antoni Ligęza 25 0 0 18 May 2025
Growable and Interpretable Neural Control with Online Continual Learning for Autonomous Lifelong Locomotion Learning Machines Arthicha Srisuchinnawong Poramate Manoonpong CLL LRM 77 1 0 17 May 2025
X-Edit: Detecting and Localizing Edits in Images Altered by Text-Guided Diffusion Models Valentina Bazyleva Nicolo Bonettini Gaurav Bharaj DiffM 115 0 0 16 May 2025
Financial Fraud Detection Using Explainable AI and Stacking Ensemble Methods Fahad Almalki Mehedi Masud 156 0 0 15 May 2025
Beyond the Black Box: Interpretability of LLMs in Finance Hariom Tatsat Ariye Shater AIFin 70 0 0 14 May 2025
Discovering Concept Directions from Diffusion-based Counterfactuals via Latent Clustering Payal Varshney Adriano Lucieri Christoph Balada Andreas Dengel Sheraz Ahmed DiffM 165 0 0 11 May 2025
Navigating the Rashomon Effect: How Personalization Can Help Adjust Interpretable Machine Learning Models to Individual Users Julian Rosenberger Philipp Schröppel Sven Kruschel Mathias Kraus Patrick Zschech Maximilian Förster FAtt 157 0 0 11 May 2025
Wasserstein Distances Made Explainable: Insights into Dataset Shifts and Transport Phenomena Philip Naumann Jacob R. Kauffmann G. Montavon 87 0 0 09 May 2025
See What I Mean? CUE: A Cognitive Model of Understanding Explanations Tobias Labarta Nhi Hoang Katharina Weitz Wojciech Samek Sebastian Lapuschkin Leander Weber 19 0 0 09 May 2025
Privacy Risks and Preservation Methods in Explainable Artificial Intelligence: A Scoping Review Sonal Allana Mohan Kankanhalli Rozita Dara 91 0 0 05 May 2025
PointExplainer: Towards Transparent Parkinson's Disease Diagnosis Xuechao Wang S. Nõmm Junqing Huang Kadri Medijainen A. Toomela Michael Ruzhansky AAML FAtt 62 0 0 04 May 2025
Enhancing ML Model Interpretability: Leveraging Fine-Tuned Large Language Models for Better Understanding of AI Jonas Bokstaller Julia Altheimer Julian Dormehl Alina Buss Jasper Wiltfang Johannes Schneider Maximilian Röglinger 71 0 0 02 May 2025
Artificial Intelligence in Government: Why People Feel They Lose Control Alexander Wuttke Adrian Rauchfleisch Andreas Jungherr 89 1 0 02 May 2025
Explanations as Bias Detectors: A Critical Study of Local Post-hoc XAI Methods for Fairness Exploration Vasiliki Papanikou Danae Pla Karidi E. Pitoura Emmanouil Panagiotou Eirini Ntoutsi 162 0 0 01 May 2025
Thoughts without Thinking: Reconsidering the Explanatory Value of Chain-of-Thought Reasoning in LLMs through Agentic Pipelines R. Manuvinakurike Emanuel Moss E. A. Watkins Saurav Sahay G. Raffa L. Nachman LRM 78 0 0 01 May 2025
RuleKit 2: Faster and simpler rule learning Adam Gudyś Cezary Maszczyk Joanna Badura Adam Grzelak Marek Sikora Łukasz Wróbel AI4TS 52 0 0 29 Apr 2025
DiCE-Extended: A Robust Approach to Counterfactual Explanations in Machine Learning Volkan Bakir Polat Goktas Sureyya Akyuz 97 0 0 26 Apr 2025
SSA-UNet: Advanced Precipitation Nowcasting via Channel Shuffling Marco Turzi Siamak Mehrkanoon AI4TS 167 0 0 25 Apr 2025
Testing Individual Fairness in Graph Neural Networks Roya Nasiri 77 0 0 25 Apr 2025
Reliable and Efficient Inverse Analysis using Physics-Informed Neural Networks with Distance Functions and Adaptive Weight Tuning Shota Deguchi Mitsuteru Asai PINN AI4CE 174 0 0 25 Apr 2025
Crisp complexity of fuzzy classifiers Raquel Fernandez-Peralta Javier Fumanal-Idocin Javier Andreu-Perez 32 0 0 22 Apr 2025
Towards responsible AI for education: Hybrid human-AI to confront the Elephant in the room Danial Hooshyar Gustav Šír Yeongwook Yang Eve Kikas Raija Hamalainen T. Karkkainen Dragan Gašević Roger Azevedo 118 0 0 22 Apr 2025
Readable Twins of Unreadable Models Krzysztof Pancerz Piotr Kulicki Michał Kalisz Andrzej Burda Maciej Stanisławski Jaromir Sarzyński SyDa 151 0 0 17 Apr 2025
Evolutionary Reinforcement Learning for Interpretable Decision-Making in Supply Chain Management Stefano Genetti Alberto Longobardi Giovanni Iacca 96 0 0 16 Apr 2025
"Even explanations will not help in trusting [this] fundamentally biased system": A Predictive Policing Case-Study Siddharth Mehrotra Ujwal Gadiraju Eva Bittner Folkert van Delden Catholijn M. Jonker Myrthe L. Tielman 76 0 0 15 Apr 2025
Interactivity x Explainability: Toward Understanding How Interactivity Can Improve Computer Vision Explanations Indu Panigrahi Sunnie S. Y. Kim Amna Liaqat Rohan Jinturkar Olga Russakovsky Ruth C. Fong Parastoo Abtahi FAtt HAI 251 1 0 14 Apr 2025
Uncovering the Structure of Explanation Quality with Spectral Analysis Johannes Maeß G. Montavon Shinichi Nakajima Klaus-Robert Müller Thomas Schnake FAtt 109 0 0 11 Apr 2025
Towards an Evaluation Framework for Explainable Artificial Intelligence Systems for Health and Well-being Esperança Amengual-Alcover Antoni Jaume-i-Capó Miquel Miró-Nicolau Gabriel Moyà Alcover Antonia Paniza-Fullana 102 0 0 11 Apr 2025
Explainable AI for building energy retrofitting under data scarcity Panagiota Rempi Sotiris Pelekis Alexandros-Menelaos Tzortzis Evangelos Karakolis Christos Ntanos D. Askounis 111 1 0 08 Apr 2025
AEGIS: Human Attention-based Explainable Guidance for Intelligent Vehicle Systems Zhuoli Zhuang Cheng-You Lu Yu-Cheng Chang Yu-Kai Wang T. Do Chin-Teng Lin 115 0 0 08 Apr 2025
The challenge of uncertainty quantification of large language models in medicine Zahra Atf Seyed Amir Ahmad Safavi-Naini Peter Lewis Aref Mahjoubfar Nariman Naderi Thomas Savage Ali Soroush 78 3 0 07 Apr 2025
An overview of model uncertainty and variability in LLM-based sentiment analysis. Challenges, mitigation strategies and the role of explainability David Herrera-Poyatos Carlos Peláez-González Cristina Zuheros Andrés Herrera-Poyatos Virilo Tejedor F. Herrera Rosana Montes 99 2 0 06 Apr 2025
Do We Need Responsible XR? Drawing on Responsible AI to Inform Ethical Research and Practice into XRAI / the Metaverse Mark Mcgill Joseph O'Hagan Thomas Goodge Graham Wilson M. Khamis Veronika Krauß Jan Gugenheimer 57 0 0 06 Apr 2025
Engineering Artificial Intelligence: Framework, Challenges, and Future Direction Jay Lee Hanqi Su Dai-Yan Ji Takanobu Minami AI4CE 148 0 0 03 Apr 2025
Am I Being Treated Fairly? A Conceptual Framework for Individuals to Ascertain Fairness Juliett Suárez Ferreira Marija Slavkovik Jorge Casillas FaML 141 0 0 03 Apr 2025
Towards Responsible and Trustworthy Educational Data Mining: Comparing Symbolic, Sub-Symbolic, and Neural-Symbolic AI Methods Danial Hooshyar Eve Kikas Yeongwook Yang Gustav Šír Raija Hamalainen T. Karkkainen Roger Azevedo 128 1 0 01 Apr 2025
Graph Classification and Radiomics Signature for Identification of Tuberculous Meningitis Snigdha Agarwal Ganaraja V H N. Sinha Abhilasha Indoria Netravathi M Jitender Saini 63 0 0 01 Apr 2025
Which LIME should I trust? Concepts, Challenges, and Solutions Katharina Prasse Sascha Marton Udo Schlegel Christian Bartelt FAtt 126 2 0 31 Mar 2025
LLMs for Explainable AI: A Comprehensive Survey Ahsan Bilal David Ebert Beiyu Lin 186 7 0 31 Mar 2025