Imrie, Fergus
- Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations
2022/06/16 by Nabeel Seedat, Seedat, Nabeel, Fergus Imrie +7 · 10 citations
Computer Science · Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Mathematical Biology Tumor Growth
- TANGOS: Regularizing Tabular Neural Networks through Gradient Orthogonalization and Specialization
2023/03/09 by Jeffares, Alan, Liu, Tennison, Crabbé, Jonathan +2 · 4 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Can You Rely on Your Model Evaluation? Improving Model Evaluation with Synthetic Test Data
2023/10/25 by Boris van Breugel, van Breugel, Boris, Nabeel Seedat +5 · 4 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Topic Modeling
- Dissecting Sample Hardness: A Fine-Grained Analysis of Hardness Characterization Methods for Data-Centric AI
2024/03/07 by Nabeel Seedat, Seedat, Nabeel, Fergus Imrie +3 · 5 citations
Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Neural Networks and Applications
- SurvivalGAN: Generating Time-to-Event Data for Survival Analysis
2023/02/24 by Alexander Norcliffe, Bogdan Cebere, Norcliffe, Alexander +7 · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Epigenetics and DNA Methylation #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare
- Explaining Latent Representations with a Corpus of Examples
2021/10/28 by Crabbé, Jonathan, Qian, Zhaozhi, Imrie, Fergus +1 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG)
- Assessing the Chemical Intelligence of Large Language Models
2025/05/12 by Nicholas T. Runcie, Charlotte M. Deane, Runcie, Nicholas T. +3 · 5 citations
Chemistry · Computer Science · Materials Science · #Computational Drug Discovery Methods #FOS: Computer and information sciences #History and advancements in chemistry #Machine Learning (cs.LG) #Machine Learning in Materials Science
- To Impute or not to Impute? Missing Data in Treatment Effect Estimation
2022/02/04 by Jeroen Berrevoets, Fergus Imrie, Berrevoets, Jeroen +7 · 1 citation
Mathematics · #Statistical Methods and Inference #Advanced Causal Inference Techniques #Statistical Methods and Bayesian Inference
- Composite Feature Selection using Deep Ensembles
2022/11/01 by Imrie, Fergus, Norcliffe, Alexander, Lio, Pietro +1 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Improving Adaptive Conformal Prediction Using Self-Supervised Learning
2023/02/23 by Seedat, Nabeel, Jeffares, Alan, Imrie, Fergus +1 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- You can't handle the (dirty) truth: Data-centric insights improve pseudo-labeling
2024/06/19 by Nabeel Seedat, Seedat, Nabeel, Nicolas Huynh +5 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- A Neural Framework for Generalized Causal Sensitivity Analysis
2023/11/27 by Frauen, Dennis, Imrie, Fergus, Curth, Alicia +3 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Machine Learning with Requirements: a Manifesto
2023/04/07 by Eleonora Giunchiglia, Fergus Imrie, Giunchiglia, Eleonora +5 · 1 citation
Computer Science · #Software System Performance and Reliability #Software Engineering Research #Software Engineering Techniques and Practices