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EXPLAINABLE ARTIFICIAL INTELLIGENCE, XAI 2025, PT II

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Papers19
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Journal Papers 19
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Explainable Bayesian Optimization
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deleteChakraborty, Tanmay; Wirth, Christian; Seifert, Christin
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Leveraging Influence Functions for Resampling Data in Physics-Informed Neural Networks
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deleteNaujoks, Jonas R.; Krasowski, Aleksander; Weckbecker, Moritz; Yolcu, Galip Umit; Wiegand, Thomas; Lapuschkin, Sebastian; Samek, Wojciech; Klausen, Rene P.
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Counterfactual Shapley Values for Explaining Reinforcement Learning
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deleteShi, Yiwei; Liu, Weiru
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POMELO: Black-Box Feature Attribution with Full-Input, In-Distribution Perturbations
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deleteAdemi, Luan; Noppel, Maximilian; Wressnegger, Christian
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Detecting Concept Drift with SHapley Additive ExPlanations for Intelligent Model Retraining in Energy Generation Forecasting
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deleteTeixeira, Brigida; Pinto, Tiago; Vale, Zita
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Mathematical Foundation of Interpretable Equivariant Surrogate Models
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deleteColombini, Jacopo Joy; Bonchi, Filippo; Giannini, Francesco; Giannottil, Fosca; Pellungrini, Roberto; Frosini, Patrizio
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Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest
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deleteCeschin, Matteo; Arrighi, Leonardo; Longo, Luca; Junior, Sylvio Barbon
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Interpreting the Structure of Multi-object Representations in Vision Encoders
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deleteKhajuria, Tarun; Dias, Braian Olmiro; Domnich, Marharyta; Aru, Jaan
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Safe and Efficient Social Navigation Through Explainable Safety Regions Based on Topological Features
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deleteToscano-Duran, Victor; Narteni, Sara; Carlevaro, Alberto; Guzzi, Jerome; Gonzalez-Diaz, Rocio; Mongelli, Maurizio
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Which LIME Should I Trust? Concepts, Challenges, and Solutions
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deleteKnab, Patrick; Marton, Sascha; Schlegel, Udo; Bartel, Christian
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A Biologically Inspired Filter Significance Assessment Method for Model Explanation
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deleteBoge, Emirhan; Gunindi, Yasemin; Ertan, Murat Bilgehan; Aptoula, Erchan; Alp, Nihan; Ozkan, Huseyin
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Interpretable Link Prediction via Neural-Symbolic Reasoning
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deleteOntiveros, Rodrigo Castellano; Mobaraki, Ehsan Bonabi; Giannini, Francesco; Barbiero, Pietro; Cori, Marco; Diligenti, Michelangelo
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Bridging the Interpretability Gap in Process Mining: A Comprehensive Approach Combining Explainable Clustering and Generative AI
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deleteAmling, Jonas; Slany, Emanuel; Dormagen, Christian; Kretschmann, Marco; Scheele, Stephan
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Improving the Weighting Strategy in KernelSHAP
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deleteOlsen, Lars Henry Berge; Jullum, Martin
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Balancing Fairness and Interpretability in Clustering with FairParTree
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deleteLandi, Cristiano; Cascione, Alessio; Manerba, Marta Marchiori; Guidotti, Riccardo
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Antithetic Sampling for Top-K Shapley Identification
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deleteKolpaczki, Patrick; Nielen, Tim; Huellermeier, Eyke
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CFIRE: A General Method for Combining Local Explanations
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deleteMueller, Sebastian; Toborek, Vanessa; Horvath, Tamas; Bauckhage, Christian
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CausalAIME: Leveraging Peter-Clark Algorithms and Inverse Modeling for Unified Global Feature Explanation in Healthcare
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deleteNakanishi, Takafumi
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Explain to Gain: Introspective Reinforcement Learning for Enhanced Performance
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deleteQuintana-Amate, Santiago; Stevens, Delaney; Ketheeswaran, Varniethan; Capaldo, Patrick; Sheldon, Dylan; Hall, Mark
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