| Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations N Seedat, F Imrie, A Bellot, Z Qian, M van der Schaar ICML 2022 (39th International Conference on Machine Learning), 2022 | 55 | 2022 |
| Large Language Models to Enhance Bayesian Optimization T Liu, N Astorga, N Seedat, M van der Schaar ICLR 2024 (12th International Conference on Learning Representations), 2024 | 51 | 2024 |
| Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data N Seedat, J Crabbé, I Bica, M van der Schaar NeurIPS 2022 (36th Conference on Neural Information Processing Systems), 2022 | 33 | 2022 |
| Towards calibrated and scalable uncertainty representations for neural networks N Seedat, C Kanan NeurIPS 2019, 4th workshop on Bayesian Deep Learning, 2019 | 27 | 2019 |
| Reimagining Synthetic Tabular Data Generation through Data-Centric AI: A Comprehensive Benchmark L Hansen*, N Seedat*, M van der Schaar, A Petrovic NeurIPS 2023 (37th Conference on Neural Information Processing Systems), 2023 | 24 | 2023 |
| Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in ultra low-data regimes N Seedat, N Huynh, B van Breugel, M van der Schaar ICML 2024 (41st International Conference on Machine Learning), 2024 | 22* | 2024 |
| Generalization—a key challenge for responsible AI in patient-facing clinical applications L Goetz*, N Seedat*, R Vandersluis, M van der Schaar npj Digital Medicine 7 (1), 1-4, 2024 | 22 | 2024 |
| Data-SUITE: Data-centric identification of in-distribution incongruous examples N Seedat, J Crabbe, M van der Schaar ICML 2022 (39th International Conference on Machine Learning), 2022 | 21 | 2022 |
| DC-Check: A Data-Centric AI Checklist to Guide the Development of Reliable Machine Learning Systems N Seedat, F Imrie, M van der Schaar IEEE Transactions on Artificial Intelligence, 2022 | 20 | 2022 |
| Can You Rely on Your Model Evaluation? Improving Model Evaluation with Synthetic Test Data B van Breugel*, N Seedat*, F Imrie, M van der Schaar NeurIPS 2023 (37th Conference on Neural Information Processing Systems), 2023 | 19 | 2023 |
| Navigating Data-Centric Artificial Intelligence with DC-Check: Advances, Challenges, and Opportunities N Seedat, F Imrie, M van der Schaar IEEE Transactions on Artificial Intelligence, 2024 | 17 | 2024 |
| Improving Adaptive Conformal Prediction Using Self-Supervised Learning N Seedat, A Jeffares, F Imrie, M van der Schaar AISTATS 2023 (International Conference on Artificial Intelligence …, 2023 | 16 | 2023 |
| Dissecting Sample Hardness: A Fine-Grained Analysis of Hardness Characterization Methods for Data-Centric AI N Seedat, F Imrie, M van der Schaar ICLR 2024 (12th International Conference on Learning Representations), 2024 | 13 | 2024 |
| Automated and interpretable m-health discrimination of vocal cord pathology enabled by machine learning N Seedat, V Aharonson, Y Hamzany 2020 IEEE Asia-Pacific Conference on Computer Science and Data Engineering …, 2020 | 13 | 2020 |
| What is Flagged in Uncertainty Quantification? Latent Density Models for Uncertainty Categorization H Sun, B van Breugel, J Crabbe, N Seedat, M van der Schaar NeurIPS 2023 (37th Conference on Neural Information Processing Systems), 2023 | 9* | 2023 |
| Automated machine vision enabled detection of movement disorders from hand drawn spirals N Seedat, V Aharonson, I Schlesinger 2020 IEEE International Conference on Healthcare Informatics (ICHI), 2020 | 9 | 2020 |
| TRIAGE: Characterizing and auditing training data for improved regression N Seedat, J Crabbé, Z Qian, M van der Schaar NeurIPS 2023 (37th Conference on Neural Information Processing Systems), 2023 | 8 | 2023 |
| Active Learning with LLMs for Partially Observed and Cost-Aware Scenarios N Astorga, T Liu, N Seedat, M van der Schaar NeurIPS 2024 (38th Conference on Neural Information Processing Systems) 4 2024, 2024 | 7* | 2024 |
| U-PASS: An uncertainty-guided deep learning pipeline for automated sleep staging ERM Heremans, N Seedat, B Buyse, D Testelmans, M van der Schaar, ... Computers in Biology and Medicine 171, 108205, 2024 | 6 | 2024 |
| Custom force sensor and sensory feedback system to enable grip control of a robotic prosthetic hand N Seedat, I Mohamed, AK Mohamed 2018 7th IEEE International Conference on Biomedical Robotics and …, 2018 | 6 | 2018 |
Mihaela van der SchaarUniversity of Cambridge, The Alan Turing InstituteEmail được xác minh tại ee.ucla.edu