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Alihan Hüyük
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Year
Learning "what-if" explanations for sequential decision-making
I Bica, D Jarrett, A Hüyük, M van der Schaar
International Conference on Learning Representations (ICLR), 2021
192021
Analysis of Thompson sampling for combinatorial multi-armed bandit with probabilistically triggered arms
A Hüyük, C Tekin
International Conference on Artificial Intelligence and Statistics (AISTATS), 2019
172019
Explaining by imitating: Understanding decisions by interpretable policy learning
A Hüyük, D Jarrett, C Tekin, M van der Schaar
International Conference on Learning Representations (ICLR), 2021
122021
Inverse decision modeling: Learning interpretable representations of behavior
D Jarrett, A Hüyük, M van der Schaar
International Conference on Machine Learning (ICML), 2021
102021
Thompson sampling for combinatorial network optimization in unknown environments
A Hüyük, C Tekin
IEEE/ACM Transactions on Networking 28 (6), 2836-2849, 2020
82020
The Medkit-Learn(ing) environment: Medical decision modelling through simulation
JA Chan, I Bica, A Hüyük, D Jarrett, M van der Schaar
Conference on Neural Information Processing Systems (NeurIPS), Track on …, 2021
62021
Inverse contextual bandits: Learning how behavior evolves over time
A Hüyük, D Jarrett, M van der Schaar
International Conference on Machine Learning (ICML), 2022
32022
Adaptively identifying good patient populations in clinical trials
A Curth, A Hüyük, M van der Schaar
ICML Workshop on Adaptive Experimental Design and Active Learning in the …, 2022
12022
Closing the loop in medical decision support by understanding clinical decision-making: A case study on organ transplantation
Y Qin, F Imrie, A Hüyük, D Jarrett, AE Gimson, M van der Schaar
Conference on Neural Information Processing Systems (NeurIPS), 2021
12021
Multi-objective multi-armed bandit with lexicographically ordered and satisficing objectives
A Hüyük, C Tekin
Machine Learning 110 (6), 1233-1266, 2021
12021
When to make and break commitments?
A Hüyük, Z Qian, M van der Schaar
International Conference on Learning Representations (ICLR), 2023
2023
Neural Laplace control for continuous-time delayed systems
S Holt, A Hüyük, Z Qian, H Sun, M van der Schaar
International Conference on Artificial Intelligence and Statistics (AISTATS), 2023
2023
Online decision mediation
D Jarrett, A Hüyük, M van der Schaar
Conference on Neural Information Processing Systems (NeurIPS), 2022
2022
Adaptively identifying patient populations with treatment benefit in clinical trials
A Curth, A Hüyük, M van der Schaar
arXiv preprint arXiv:2208.05844, 2022
2022
MARS: Assisting human with information processing tasks using machine learning
C Shen, Z Qian, A Hüyük, M van der Schaar
ACM Transactions on Computing for Healthcare 3 (2), 1-19, 2022
2022
Inferring lexicographically-ordered rewards from preferences
A Hüyük, WR Zame, M van der Schaar
AAAI Conference on Artificial Intelligence, 2022
2022
Identifying good arms fast and with confidence: Strategies and empirical insights
A Curth, A Hüyük, M van der Schaar
ICML Workshop on Adaptive Experimental Design and Active Learning in the …, 2022
2022
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