Passive detection of atrial fibrillation using a commercially available smartwatch GH Tison, JM Sanchez, B Ballinger, A Singh, JE Olgin, MJ Pletcher, ... JAMA cardiology 3 (5), 409-416, 2018 | 473 | 2018 |
No Subclass Left Behind: Fine-Grained Robustness in Coarse-Grained Classification Problems N Sohoni, J Dunnmon, G Angus, A Gu, C Ré 34th Conference on Neural Information Processing Systems, 2020 | 204 | 2020 |
DeepHeart: semi-supervised sequence learning for cardiovascular risk prediction B Ballinger, J Hsieh, A Singh, N Sohoni, J Wang, GH Tison, GM Marcus, ... Thirty-Second AAAI Conference on Artificial Intelligence, 2018 | 173 | 2018 |
Low-Memory Neural Network Training: A Technical Report NS Sohoni, CR Aberger, M Leszczynski, J Zhang, C Ré arXiv preprint arXiv:1904.10631, 2019 | 101 | 2019 |
Correct-N-Contrast: A Contrastive Approach for Improving Robustness to Spurious Correlations M Zhang, NS Sohoni, HR Zhang, C Finn, C Ré arXiv preprint arXiv:2203.01517, 2022 | 100 | 2022 |
Near-Optimal Methods for Minimizing Star-Convex Functions and Beyond O Hinder, A Sidford, NS Sohoni 33rd Annual Conference on Learning Theory, 2019 | 78 | 2019 |
Monarch: Expressive structured matrices for efficient and accurate training T Dao, B Chen, NS Sohoni, A Desai, M Poli, J Grogan, A Liu, A Rao, ... International Conference on Machine Learning, 4690-4721, 2022 | 69 | 2022 |
Mandoline: Model Evaluation under Distribution Shift M Chen, K Goel, NS Sohoni, F Poms, K Fatahalian, C Ré International Conference on Machine Learning, 1617-1629, 2021 | 67 | 2021 |
Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps T Dao, N Sohoni, A Gu, M Eichhorn, A Blonder, M Leszczynski, A Rudra, ... Eighth International Conference on Learning Representations, 2020 | 50 | 2020 |
Ivy: Instrumental Variable Synthesis for Causal Inference Z Kuang, F Sala, N Sohoni, S Wu, A Córdova-Palomera, J Dunnmon, ... 23rd International Conference on Artificial Intelligence and Statistics, 2020 | 29 | 2020 |
Observational supervision for medical image classification using gaze data K Saab, SM Hooper, NS Sohoni, J Parmar, B Pogatchnik, S Wu, ... International Conference on Medical Image Computing and Computer-Assisted …, 2021 | 27 | 2021 |
BARACK: Partially Supervised Group Robustness With Guarantees N Sohoni, M Sanjabi, N Ballas, A Grover, S Nie, H Firooz, C Ré arXiv preprint arXiv:2201.00072, 2021 | 22 | 2021 |
Low-Shot Validation: Active Importance Sampling for Estimating Classifier Performance on Rare Categories F Poms, V Sarukkai, RT Mullapudi, NS Sohoni, WR Mark, D Ramanan, ... Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021 | 9 | 2021 |