Adversarial attacks on medical machine learning

• On factors that influence deep learning-based dose prediction of head and neck tumors

  2025 Physics in Medicine and Biology article Physics and Astronomy Advanced Radiotherapy Techniques Open access

  2

  citations
• Improved Generalizability in Medical Computer Vision: Hyperbolic Deep Learning in Multi-Modality Neuroimaging

  2024 Journal of Imaging article Computer Science Advanced Neural Network Applications Open access

  4

  citations
• Medical large language models are susceptible to targeted misinformation attacks

  2024 npj Digital Medicine article Computer Science Adversarial Robustness in Machine Learning Open access

  60

  citations
• Geometric Deep Learning Methods for Improved Generalizability in Medical Computer Vision: Hyperbolic Convolutional Neural Networks in Multi-Modality Neuroimaging

  2024 medRxiv preprint Computer Science Advanced Neural Network Applications Open access

  0

  citations
• Enhancing quantum adversarial robustness by randomized encodings

  2024 Physical Review Research article Computer Science Quantum Computing Algorithms and Architecture Open access

  35

  citations
• Artificial Intelligence/Machine Learning: The New Frontier of Clinical Pharmacology and Precision Medicine

  2024 Clinical Pharmacology & Therapeutics article Medicine Artificial Intelligence in Healthcare and Education Open access

  19

  citations
• Adversarial attacks and adversarial robustness in computational pathology

  2022 Nature Communications article Computer Science Adversarial Robustness in Machine Learning Open access

  115

  citations
• Model soups improve performance of dermoscopic skin cancer classifiers

  2022 European Journal of Cancer article Medicine Cutaneous Melanoma Detection and Management Open access

  9

  citations
• Adversarial attacks and adversarial robustness in computational pathology

  2022 bioRxiv (Cold Spring Harbor Laboratory) preprint Computer Science Adversarial Robustness in Machine Learning Open access

  14

  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
• Advancing diagnostic performance and clinical usability of neural networks via adversarial training and dual batch normalization

  2021 Nature Communications article Computer Science Explainable Artificial Intelligence (XAI) Open access

  42

  citations
• Swarm Learning for decentralized and confidential clinical machine learning

  2021 Nature article Computer Science Privacy-Preserving Technologies in Data Open access cited by 9 patents

  901

  citations
• Artificial Intelligence and Healthcare Ethics

  2021 Springer eBooks book-chapter Medicine Artificial Intelligence in Healthcare and Education

  0

  citations
• Breaking medical data sharing boundaries by using synthesized radiographs

  2020 Science Advances article Medicine Artificial Intelligence in Healthcare and Education Open access

  67

  citations

14 results