Shortcut learning in deep neural networks

• Demographic Shortcuts Account for Most of the Apparent Accuracy of Four-Class Gait-Based Differential Diagnosis in Neurodegenerative Disease: An Interpretability-Driven Audit of Machine Learning on a Public Gait Benchmark

  2026 Bioengineering article Engineering Gait Recognition and Analysis Open access

  0

  citations
• Retrieval-augmented reasoning reshapes collective reliability in text-based radiology question answering

  2026 Patterns article Medicine Artificial Intelligence in Healthcare and Education Open access

  1

  citations
• Continual learning for autoregressive PDE surrogates under evolving physical regimes

  2026 Machine learning for computational science and engineering article Physics and Astronomy Model Reduction and Neural Networks Open access

  0

  citations
• Adversarial Instance Generation and Robust Training for Neural Combinatorial Optimization with Multiple Objectives

  2026 Research Square preprint Computer Science Advanced Multi-Objective Optimization Algorithms Open access

  0

  citations
• Retinal vessel imaging in inflammatory disease: From endothelial dysfunction to clinical evidence and translation

  2026 Progress in Retinal and Eye Research article Medicine Retinal Imaging and Analysis Open access

  1

  citations
• Concept Extraction for Time Series with ECLAD-ts

  2025 Communications in computer and information science conference-paper Computer Science Explainable Artificial Intelligence (XAI) Open access

  1

  citations
• Technische Ansätze, Konzepte und Herausforderungen beim Einsatz von KI in der prähospitalen Telenotfallmedizin

  2025 Springer eBooks book-chapter Medicine Artificial Intelligence in Healthcare and Education

  0

  citations
• Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions

  2024 Information Fusion article Computer Science Explainable Artificial Intelligence (XAI) Open access

  563

  citations
• Deep learning in rheumatological image interpretation

  2024 Nature Reviews Rheumatology review Medicine Artificial Intelligence in Healthcare and Education Open access

  24

  citations
• Metrics reloaded: recommendations for image analysis validation

  2024 Nature Methods article Computer Science Medical Image Segmentation Techniques Open access

  468

  citations
• ECLAD: Extracting Concepts with Local Aggregated Descriptors

  2023 Pattern Recognition article Computer Science Explainable Artificial Intelligence (XAI)

  12

  citations
• Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions

  2023 arXiv (Cornell University) preprint Computer Science Explainable Artificial Intelligence (XAI) Open access

  14

  citations
• False Sense of Security: Leveraging XAI to Analyze the Reasoning and True Performance of Context-less DGA Classifiers

  2023 International Symposium on Research in Attacks, Intrusions and Defenses (RAID) conference-paper Computer Science Spam and Phishing Detection Open access

  10

  citations
• Multimodal Multi-User Surface Recognition With the Kernel Two-Sample Test

  2023 IEEE Transactions on Automation Science and Engineering article Engineering Robot Manipulation and Learning Open access

  6

  citations
• STAPLER: Efficient learning of TCR-peptide specificity prediction from full-length TCR-peptide data

  2023 bioRxiv (Cold Spring Harbor Laboratory) preprint Biochemistry, Genetics and Molecular Biology vaccines and immunoinformatics approaches Open access cited by 1 patent

  41

  citations
• Scalable Concept Extraction in Industry 4.0

  2023 Communications in computer and information science conference-paper Computer Science Explainable Artificial Intelligence (XAI)

  6

  citations
• Confound-leakage: confound removal in machine learning leads to leakage

  2022 GigaScience article Mathematics Advanced Causal Inference Techniques Open access

  21

  citations
• Recommendations on compiling test datasets for evaluating artificial intelligence solutions in pathology

  2022 Modern Pathology article Computer Science AI in cancer detection Open access cited by 1 patent

  77

  citations
• A benchmark for neural network robustness in skin cancer classification

  2021 European Journal of Cancer article Medicine Cutaneous Melanoma Detection and Management Open access

  65

  citations

19 results