Fergus Imrie
14 papers · 2021–2025 · 4 conferences · across top CS/AI conferences
Achievements
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(14)
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Century Club
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Conferences
ICLR (4)
NIPS (4)
AISTATS (3)
ICML (3)
Top co-authors
Keywords
treatment effect
(2)
causal inference
(2)
representation learning
(1)
domain adaptation
(1)
ensemble learning
(1)
structure learning
(1)
causal discovery
(1)
survival analysis
(1)
uncertainty quantification
(1)
self-supervised learning
(1)
model evaluation
(1)
adversarial training
(1)
feature attribution
(1)
synthetic data generation
(1)
model interpretability
(1)
feature selection
(1)
machine learning
(1)
distribution shift
(1)
differentiable programming
(1)
conformal prediction
(1)
Papers
Stochastic Encodings for Active Feature Acquisition
ICML 2025
A Neural Framework for Generalized Causal Sensitivity Analysis
ICLR 2024
Dissecting Sample Hardness: A Fine-Grained Analysis of Hardness Characterization Methods for Data-Centric AI
ICLR 2024
Improving Adaptive Conformal Prediction Using Self-Supervised Learning
AISTATS 2023
SurvivalGAN: Generating Time-to-Event Data for Survival Analysis
AISTATS 2023
Differentiable and Transportable Structure Learning
ICML 2023
TANGOS: Regularizing Tabular Neural Networks through Gradient Orthogonalization and Specialization
ICLR 2023
Can You Rely on Your Model Evaluation? Improving Model Evaluation with Synthetic Test Data
NIPS 2023
To Impute or not to Impute? Missing Data in Treatment Effect Estimation
AISTATS 2023
Self-Supervision Enhanced Feature Selection with Correlated Gates
ICLR 2022
Composite Feature Selection Using Deep Ensembles
NIPS 2022
Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations
ICML 2022
Explaining Latent Representations with a Corpus of Examples
NIPS 2021
Closing the loop in medical decision support by understanding clinical decision-making: A case study on organ transplantation
NIPS 2021