| Deformable protopnet: An interpretable image classifier using deformable prototypes J Donnelly, AJ Barnett, C Chen Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2022 | 138 | 2022 |
| The rashomon importance distribution: Getting rid of unstable, single model-based variable importance J Donnelly, S Katta, C Rudin, E Browne Advances in Neural Information Processing Systems 36, 6267-6279, 2023 | 18 | 2023 |
| AsymMirai: interpretable mammography-based deep learning model for 1–5-year breast cancer risk prediction J Donnelly, L Moffett, AJ Barnett, H Trivedi, F Schwartz, J Lo, C Rudin Radiology 310 (3), e232780, 2024 | 16 | 2024 |
| Amazing things come from having many good models C Rudin, C Zhong, L Semenova, M Seltzer, R Parr, J Liu, S Katta, ... arXiv preprint arXiv:2407.04846, 2024 | 13 | 2024 |
| Interpretable Image Classification with Adaptive Prototype-based Vision Transformers C Ma, J Donnelly, W Liu, S Vosoughi, C Rudin, C Chen The Thirty-eighth Annual Conference on Neural Information Processing Systems, 2024 | 3 | 2024 |
| This looks better than that: Better interpretable models with protopnext F Willard, L Moffett, E Mokel, J Donnelly, S Guo, J Yang, G Kim, AJ Barnett, ... arXiv preprint arXiv:2406.14675, 2024 | 2 | 2024 |
| FPN-IAIA-BL: A Multi-Scale Interpretable Deep Learning Model for Classification of Mass Margins in Digital Mammography J Yang, AJ Barnett, J Donnelly, S Kishore, J Fang, FR Schwartz, C Chen, ... Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024 | 1 | 2024 |
| Analyzing the influence of agents in trust networks: Applying nonsmooth eigensensitivity theory to a graph centrality problem J Donnelly, P Stechlinski SIAM Journal on Matrix Analysis and Applications 44 (3), 1271-1298, 2023 | 1 | 2023 |
| How Your Location Relates to Health: Variable Importance and Interpretable Machine Learning for Environmental and Sociodemographic Data I Maitra, R Lin, E Chen, J Donnelly, S Šćepanović, C Rudin arXiv preprint arXiv:2501.02111, 2025 | | 2025 |
| Interpretable Generalized Additive Models for Datasets with Missing Values H McTavish, J Donnelly, M Seltzer, C Rudin arXiv preprint arXiv:2412.02646, 2024 | | 2024 |
| ProtoEEGNet: An Interpretable Approach for Detecting Interictal Epileptiform Discharges D Tang, F Willard, R Tegerdine, L Triplett, J Donnelly, L Moffett, ... arXiv preprint arXiv:2312.10056, 2023 | | 2023 |
| Deformable ProtoPNet: An Interpretable Image Classifier Using Deformable Prototypes (Supplement) J Donnelly, AJ Barnett, C Chen | | |