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EXPLAINABLE ARTIFICIAL INTELLIGENCE, XAI 2025, PT III

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Large Language Models as Attribution Regularizers for Efficient Model Training
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deleteVukadin, Davor; Silic, Marin; Delac, Goran
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Uncovering the Structure of Explanation Quality with Spectral Analysis
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deleteMaess, Johannes; Montavon, Gregoire; Nakajima, Shinichi; Mueller, Klaus-Robert; Schnake, Thomas
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Which Direction to Choose? An Analysis on the Representation Power of Self-Supervised ViTs in Downstream Tasks
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deleteKaltampanidis, Yannis; Doumanoglou, Alexandros; Zarpalas, Dimitrios
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Unsupervised and Interpretable Detection of User Personalities in Online Social Networks
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deleteCascione, Alessio; Pollacci, Laura; Guidotti, Riccardo
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An Interpretable Data-Driven Approach for Modeling Toxic Users via Feature Extraction
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deletePollacci, Laura; Gneri, Jacopo; Guidotti, Riccardo
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Assessing and Quantifying Perceived Trust in Interpretable Clinical Decision Support
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deleteOnari, Mohsen Abbaspour; Grau, Isel; Zhang, Chao; Nobile, Marco S.; Zhang, Yingqian
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Explainable Optimization: Leveraging Large Language Models for User-Friendly Explanations
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deleteBiemans, Bram; Troubil, Pavel; Grau, Isel; Nuijten, Wim P. M.
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GraphXAIN: Narratives to Explain Graph Neural Networks
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deleteCedro, Mateusz; Martens, David
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Consolidating Explanation Stability Metrics
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deleteBogaert, Jeremie; Descampe, Antonin; Standaerti, Francois-Xavier
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MSL: Multi-class Scoring Lists for Interpretable Incremental Decision-Making
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deleteHeid, Stefan; Kornowicz, Jaroslaw; Hanselle, Jonas; Thommes, Kirsten; Huellermeier, Eyke
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XpertAI: Uncovering Regression Model Strategies for Sub-manifolds
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deleteLetzgus, Simon; Muller, Klaus-Robert; Montavon, Gregoire
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From Input to Insight: Probing the Reasoning of Attention-Based MIL Models
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deleteTomaszewska, Paulina; Gozdera, Michal; Sienkiewicz, Elzbieta; Biecek, Przemyslaw
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Reasoning-Grounded Natural Language Explanations for Language Models
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deleteCahlik, Vojtech; Alves, Rodrigo; Kordik, Pavel
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Metric-Guided Synthesis for Class Activation Mapping
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deleteLuque-Cerpa, Alejandro; Polgreen, Elizabeth; Rajan, Ajitha; Torfahl, Hazem
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Interpretable World Model Imaginations as Deep Reinforcement Learning Explanation
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deleteWenninghoff, Nils; Schwammberger, Maike
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An XAI-Based Analysis of Shortcut Learning in Neural Networks
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deletePhuong Quynh Le; Schloetterer, Joerg; Seifert, Christin
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When Can You Trust Your Explanations? A Robustness Analysis on Feature Importances
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deleteVascotto, Ilaria; Rodriguez, Alex; Bonaita, Alessandro; Bortolussi, Luca
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Latent Space Interpretation and Mechanistic Clipping of Subject-Specific Variational Autoencoders of EEG Topographic Maps for Artefacts Reduction
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deleteAhmed, Taufique; Biecek, Przemyslaw; Longo, Luca
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What's Wrong with Your Synthetic Tabular Data? Using Explainable AI to Evaluate Generative Models
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deleteKapar, Jan; Koenen, Niklas; Jullum, Martin
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XAIEV - A Framework for the Evaluation of XAI-Algorithms for Image Classification
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deleteKnoll, Carsten; Ullrich, Julian; Manjooran, Thomas; Goeller, Kilian; Amjad, Haadia; Tetzlaff, Ronald; Seitz, Steffen
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