Publications

Tobias Jacobs, Guelcin Ermis, Francesco Alesiani (2021). Method and system for generating robust solutions to optimization problems using machine learning.
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Sebastian Gajek, Francesco Alesiani (2021). Method and system for reliable computation of a program.
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Francesco Alesiani, Gulcin Ermis (2021). Constrained vehicle routing using clusters.
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Francesco Alesiani, Sebastian Gajek (2021). Method for verifying information.
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Francesco Alesiani, Shujian Yu, Ammar Shaker, Wenzhe Yin (2021). Towards interpretable multi-task learning using bilevel programming. Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part II.
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Tobias Jacobs, Francesco Alesiani, Gülcin Ermis, ZH Zhou (2021). Reinforcement Learning for Route Optimization with Robustness Guarantees.. IJCAI.
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Gulcin Ermis, Francesco Alesiani, Konstantinos Gkiotsalitis (2021). Optimization of collection and consolidation operations in cross-border multi-modal distribution networks. 2021 IEEE International Intelligent Transportation Systems Conference (ITSC).
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Shujian Yu, Francesco Alesiani, Xi Yu, Robert Jenssen, Jose Principe (2021). Measuring dependence with matrix-based entropy functional. Proceedings of the AAAI Conference on Artificial Intelligence.
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Ammar Shaker, Francesco Alesiani, Shujian Yu, Wenzhe Yin (2021). Bilevel Continual Learning. 2021 International Joint Conference on Neural Networks (IJCNN).
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Francesco Alesiani, Shujian Yu, Wenzhe Yin Ammar Shaker (2021). Bilevel Continual Learning. 2021 IEEE International Joint Conference on Neural Networks (IJCNN).
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