Inference of chronic obstructive pulmonary disease with deep learning on raw spirograms identifies new genetic loci and improves risk models J Cosentino, B Behsaz, B Alipanahi, ZR McCaw, D Hill, TH Schwantes-An, ... Nature Genetics 55 (5), 787-795, 2023 | 29 | 2023 |
Explanations of black-box models based on directional feature interactions A Masoomi, D Hill, Z Xu, CP Hersh, EK Silverman, PJ Castaldi, ... International Conference on Learning Representations, 2022 | 19 | 2022 |
Geometry of score based generative models S Ghimire, J Liu, A Comas, D Hill, A Masoomi, O Camps, J Dy arXiv preprint arXiv:2302.04411, 2023 | 6 | 2023 |
Boundary-Aware Uncertainty for Feature Attribution Explainers D Hill, A Masoomi, M Torop, S Ghimire, J Dy International Conference on Artificial Intelligence and Statistics, 55-63, 2024 | 5* | 2024 |
Unsupervised representation learning improves genomic discovery for lung function and respiratory disease prediction T Yun, J Cosentino, B Behsaz, ZR McCaw, D Hill, R Luben, D Lai, J Bates, ... medRxiv, 2023.04. 28.23289285, 2023 | 5* | 2023 |
Deep learning utilizing suboptimal spirometry data to improve lung function and mortality prediction in the UK Biobank D Hill, M Torop, A Masoomi, PJ Castaldi, EK Silverman, S Bodduluri, ... medRxiv, 2023 | 4 | 2023 |
Analyzing Explainer Robustness via Probabilistic Lipschitzness of Prediction Functions ZQ Khan, D Hill, A Masoomi, JT Bone, J Dy International Conference on Artificial Intelligence and Statistics, 1378-1386, 2024 | 3* | 2024 |
Unsupervised representation learning on high-dimensional clinical data improves genomic discovery and prediction T Yun, J Cosentino, B Behsaz, ZR McCaw, D Hill, R Luben, D Lai, J Bates, ... Nature Genetics, 1-10, 2024 | | 2024 |
Polygenic and transcriptional risk scores identify chronic obstructive pulmonary disease subtypes M Moll, J Hecker, J Platig, AJ Ghosh, RS Wang, K Pratte, D Hill, ... medRxiv, 2024.05. 20.24307621, 2024 | | 2024 |
SmoothHess: ReLU Network Feature Interactions via Stein's Lemma M Torop, A Masoomi, D Hill, K Kose, S Ioannidis, J Dy Advances in Neural Information Processing Systems 36, 2024 | | 2024 |
Divide and Compose with Score Based Generative Models S Ghimire, A Comas, D Hill, A Masoomi, O Camps, J Dy arXiv preprint arXiv:2302.02272, 2023 | | 2023 |
Deep Learning Utilizing Discarded Spirometry Data to Improve Lung Function and Mortality Prediction in the UK Biobank D Hill, M Torop, A Masoomi, PJ Castaldi, J Dy, MH Cho, BD Hobbs A95. THE IDEA GENERATOR: NOVEL RISK FACTORS AND FRESH APPROACHES TO DISEASE …, 2022 | | 2022 |