Imrie, Fergus

15 publications

ICML 2025 Stochastic Encodings for Active Feature Acquisition Alexander Luke Ian Norcliffe, Changhee Lee, Fergus Imrie, Mihaela Van Der Schaar, Pietro Lio

ICLR 2024 A Neural Framework for Generalized Causal Sensitivity Analysis Dennis Frauen, Fergus Imrie, Alicia Curth, Valentyn Melnychuk, Stefan Feuerriegel, Mihaela van der Schaar

ICLR 2024 Dissecting Sample Hardness: A Fine-Grained Analysis of Hardness Characterization Methods for Data-Centric AI Nabeel Seedat, Fergus Imrie, Mihaela van der Schaar

DMLR 2024 You Can't Handle the (dirty) Truth: Data-Centric Insights Improve Pseudo-Labeling Nabeel Seedat, Nicolas Huynh, Fergus Imrie, Mihaela van der Schaar

NeurIPS 2023 Can You Rely on Your Model Evaluation? Improving Model Evaluation with Synthetic Test Data Boris van Breugel, Nabeel Seedat, Fergus Imrie, Mihaela van der Schaar

ICML 2023 Differentiable and Transportable Structure Learning Jeroen Berrevoets, Nabeel Seedat, Fergus Imrie, Mihaela Van Der Schaar

AISTATS 2023 Improving Adaptive Conformal Prediction Using Self-Supervised Learning Nabeel Seedat, Alan Jeffares, Fergus Imrie, Mihaela Schaar

AISTATS 2023 SurvivalGAN: Generating Time-to-Event Data for Survival Analysis Alexander Norcliffe, Bogdan Cebere, Fergus Imrie, Pietro Lió, Mihaela Schaar

ICLR 2023 TANGOS: Regularizing Tabular Neural Networks Through Gradient Orthogonalization and Specialization Alan Jeffares, Tennison Liu, Jonathan Crabbé, Fergus Imrie, Mihaela van der Schaar

AISTATS 2023 To Impute or Not to Impute? Missing Data in Treatment Effect Estimation Jeroen Berrevoets, Fergus Imrie, Trent Kyono, James Jordon, Mihaela Schaar

NeurIPS 2022 Composite Feature Selection Using Deep Ensembles Fergus Imrie, Alexander Norcliffe, Pietro Lió, Mihaela van der Schaar

ICML 2022 Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations Nabeel Seedat, Fergus Imrie, Alexis Bellot, Zhaozhi Qian, Mihaela Schaar

ICLR 2022 Self-Supervision Enhanced Feature Selection with Correlated Gates Changhee Lee, Fergus Imrie, Mihaela van der Schaar

NeurIPS 2021 Closing the Loop in Medical Decision Support by Understanding Clinical Decision-Making: A Case Study on Organ Transplantation Yuchao Qin, Fergus Imrie, Alihan Hüyük, Daniel Jarrett, Alexander Gimson, Mihaela van der Schaar

NeurIPS 2021 Explaining Latent Representations with a Corpus of Examples Jonathan Crabbe, Zhaozhi Qian, Fergus Imrie, Mihaela van der Schaar