Trent Kyono

Publication Activity (10 Years)

Years Active: 2018-2023
Publications (10 Years): 18

Top Topics

Formal Analysis

Causal Knowledge

Multiple Imputation

Top Venues

ACM Trans. Comput. Heal.

Publications

Trent Kyono, Ioana Bica, Zhaozhi Qian, Mihaela van der Schaar
Selecting Treatment Effects Models for Domain Adaptation Using Causal Knowledge. ACM Trans. Comput. Heal. 4 (2) (2023)
Jeroen Berrevoets, Fergus Imrie, Trent Kyono, James Jordon, Mihaela van der Schaar
To Impute or not to Impute? Missing Data in Treatment Effect Estimation. AISTATS (2023)
Jeroen Berrevoets, Fergus Imrie, Trent Kyono, James Jordon, Mihaela van der Schaar
To Impute or not to Impute? - Missing Data in Treatment Effect Estimation. CoRR (2022)
Trent Kyono, Yao Zhang, Alexis Bellot, Mihaela van der Schaar
MIRACLE: Causally-Aware Imputation via Learning Missing Data Mechanisms. CoRR (2021)
Boris van Breugel, Trent Kyono, Jeroen Berrevoets, Mihaela van der Schaar
DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative Networks. CoRR (2021)
Trent Kyono, Ioana Bica, Zhaozhi Qian, Mihaela van der Schaar
Selecting Treatment Effects Models for Domain Adaptation Using Causal Knowledge. CoRR (2021)
Boris van Breugel, Trent Kyono, Jeroen Berrevoets, Mihaela van der Schaar
DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative Networks. NeurIPS (2021)
Trent Kyono, Mihaela van der Schaar
Exploiting Causal Structure for Robust Model Selection in Unsupervised Domain Adaptation. IEEE Trans. Artif. Intell. 2 (6) (2021)
Panagiotis Kouvaros, Trent Kyono, Francesco Leofante, Alessio Lomuscio, Dragos D. Margineantu, Denis Osipychev, Yang Zheng
Formal Analysis of Neural Network-Based Systems in the Aircraft Domain. FM (2021)
Trent Kyono, Yao Zhang, Alexis Bellot, Mihaela van der Schaar
MIRACLE: Causally-Aware Imputation via Learning Missing Data Mechanisms. NeurIPS (2021)
Trent Kyono, Fiona J. Gilbert, Mihaela van der Schaar
Triage of 2D Mammographic Images Using Multi-view Multi-task Convolutional Neural Networks. ACM Trans. Comput. Heal. 2 (3) (2021)
Trent Kyono, Yao Zhang, Mihaela van der Schaar
CASTLE: Regularization via Auxiliary Causal Graph Discovery. CoRR (2020)
Trent Kyono, Yao Zhang, Mihaela van der Schaar
CASTLE: Regularization via Auxiliary Causal Graph Discovery. NeurIPS (2020)
Trent Kyono, Mihaela van der Schaar
Improving Model Robustness Using Causal Knowledge. CoRR (2019)
Trent Kyono, Fiona J. Gilbert, Mihaela van der Schaar
Multi-view Multi-task Learning for Improving Autonomous Mammogram Diagnosis. MLHC (2019)
Anton Nemchenko, Trent Kyono, Mihaela van der Schaar
Siamese Survival Analysis with Competing Risks. CoRR (2018)
Anton Nemchenko, Trent Kyono, Mihaela van der Schaar
Siamese Survival Analysis with Competing Risks. ICANN (3) (2018)
Trent Kyono, Fiona J. Gilbert, Mihaela van der Schaar
MAMMO: A Deep Learning Solution for Facilitating Radiologist-Machine Collaboration in Breast Cancer Diagnosis. CoRR (2018)