Interpretable machine learning: Fundamental principles and 10 grand challenges

• What Remains of XAI in Practice? Comparing Literature-Based Methods and Operational Explainability

  2026 IFIP advances in information and communication technology conference-paper Computer Science Explainable Artificial Intelligence (XAI)

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  citations
• GPT-4o and the quest for machine learning interpretability in ICU risk of death prediction

  2025 BMC Medical Informatics and Decision Making article Computer Science Machine Learning in Healthcare Open access

  6

  citations
• A Step towards Interpretable Multimodal AI Models with MultiFIX

  2025 Genetic and Evolutionary Computation Conference Companion (GECCO Companion) conference-paper Computer Science Explainable Artificial Intelligence (XAI) Open access

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• Links between self-monitoring data collected through smartphones and smartwatches and the individual disease trajectories of adult patients with depressive disorders: Study protocol of a one-year observational trial

  2025 Contemporary Clinical Trials Communications article Psychology Digital Mental Health Interventions Open access

  4

  citations
• Beyond the Single-Best Model: Rashomon Partial Dependence Profile for Trustworthy Explanations in AutoML

  2025 Lecture notes in computer science conference-paper Computer Science Explainable Artificial Intelligence (XAI) Open access

  2

  citations
• Model-agnostic Body Part Relevance Assessment for Pedestrian Detection Model Benchmarking

  2024 IEEE International Conference on Big Data (BigData) conference-paper Computer Science Explainable Artificial Intelligence (XAI)

  1

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• GPT-4o and the Quest for Machine Learning Interpretability in ICU Mortality Prediction

  2024 Research Square preprint Computer Science Machine Learning in Healthcare Open access

  0

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• Automated mathematics and the reconfiguration of proof and labor

  2024 Bulletin of the American Mathematical Society article Mathematics History and Theory of Mathematics Open access

  6

  citations
• A hybrid modeling framework for generalizable and interpretable predictions of ICU mortality across multiple hospitals

  2024 Scientific Reports article Computer Science Machine Learning in Healthcare Open access

  8

  citations
• A Hybrid Modeling Framework for Generalizable and Interpretable Predictions of ICU Mortality: Leveraging ICD Codes in a Multi-Hospital Study of Mechanically Ventilated Influenza Patients

  2023 Research Square preprint Computer Science Machine Learning in Healthcare Open access

  2

  citations

10 results