Projects per year
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Dive into the research topics where Tias Guns is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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FWOAL1002: FRESCO: A FRamework for Explainable Solving and Constraint Optimization
1/01/21 → 31/12/24
Project: Fundamental
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BRGDOC9: Applied PhD 2019: MISTic: Multi-source trend analytics for intelligent transportation systems
1/01/20 → 31/12/23
Project: Applied
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IOF3010: GEAR: Transitioning to future sustainable transport systems Supporting a sector in full transition: valorisation of the MOBI expertise
Van Mierlo, J., Macharis, C., Van Mierlo, J., Coosemans, T., Hegazy, O., Vanhaverbeke, L., Crispeels, T., Verbeke, W., Guns, T., Rombaut, E., Berecibar, M., Jacobs, V. A., Van Den Bossche, P. & Lataire, P.
1/01/20 → 31/12/24
Project: Applied
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SRP56: SRP-Onderzoekszwaartepunt: Autonomous Mobility & Logistics
Van Mierlo, J., Macharis, C., Coosemans, T., Hegazy, O., Van Lier, T., Crispeels, T., Guns, T., Vanhaverbeke, L., Rombaut, E., Berecibar, M., Hesami, S., Arapoglou, S., Li, J. & De Cauwer, C.
1/03/19 → 29/02/24
Project: Fundamental
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BRGRD51: Joint R&D 2020: " RECONCILE: gReenEr produCtiON sCheduling by automatIcally Learning from Experts"
1/07/20 → 30/06/23
Project: Applied
Research output
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Decision-Focused Learning: Through the Lens of Learning to Rank
Mandi, J., Bucarey Lopez, V., Mulamba, M. & Guns, T., 17 Jul 2022, Decision-Focused Learning: Through the Lens of Learning to Rank. Baltimore, Maryland, USA: Proceedings of Machine Learning Research, Vol. 162. p. 14935-14947 13 p. (Proceedings of Machine Learning Research).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research
Open Access4 Citations (Scopus) -
Learning to Rank for Uplift Modeling
Devriendt, F., Van Belle, J., Guns, T. & Verbeke, W., 1 Oct 2022, In: IEEE Transactions on Knowledge and Data Engineering. 34, 10, p. 4888-4904 17 p.Research output: Contribution to journal › Article › peer-review
7 Citations (Scopus) -
Sudoku Assistant
Mulamba, M., Gamba, E., Mandi, J. & Guns, T., 2 Sep 2022Research output: Non-textual form › Software
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A framework for step-wise explaining how to solve constraint satisfaction problems
Bogaerts, B., Gamba, E. & Guns, T., Nov 2021, In: Artificial Intelligence. 300, 103550.Research output: Contribution to journal › Article › peer-review
Open AccessFile7 Citations (Scopus)24 Downloads (Pure) -
Contrastive Losses and Solution Caching for Predict-and-Optimize
Mulamba, M., Mandi, J., Diligenti, M., Lombardi, M., Bucarey Lopez, V. & Guns, T., 19 Aug 2021, Contrastive Losses and Solution Caching for Predict-and-Optimize. Zhou, Z-H. (ed.). International Joint Conferences on Artificial Intelligence, p. 2833-2840 8 p. (IJCAI International Joint Conference on Artificial Intelligence).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research
Open Access6 Citations (Scopus)
Datasets
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A framework for step-wise explaining how to solve constraint satisfaction problems
Gamba, E. (Creator), Bogaerts, B. (Creator), Guns, T. (Creator) & Claes, J. (Creator), Zenodo, 2021
DOI: 10.5281/zenodo.4966599, http://10.1016/j.artint.2021.103550
Dataset
File
Prizes
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Best Technical Demonstration Award
Mulamba Ke Tchomba, Maxime Albert (Recipient), Guns, Tias (Recipient) & Gamba, Emilio (Recipient), 14 Feb 2023
Prize: Prize (including medals and awards)
File
Activities
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An AI-Powered APP to help Solve Pen-and-Paper Sudokus
Emilio Gamba (Presenter), Maxime Albert Mulamba Ke Tchomba (Presenter), Tias Guns (Contributor), Ignace Bleukx (Contributor) & Senne Berden (Contributor)
12 Feb 2023Activity: Talk or presentation › Talk or presentation at a conference
File -
Decision Focused Learning for Prediction+ Optimisation Problems
Maxime Albert Mulamba Ke Tchomba (Speaker), Emilio Gamba (Speaker) & Tias Guns (Speaker)
7 Feb 2023Activity: Talk or presentation › Talk or presentation at a workshop/seminar
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PhD Committee Rocsildes Canoy (Event)
Marie Guerry (Chair), Tias Guns (Supervisor) & Yves Molenbruch (Supervisor)
2023Activity: Membership › Member of PhD committee
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CPMpy
Emilio Gamba (Speaker), Maxime Albert Mulamba Ke Tchomba (Speaker) & Tias Guns (Speaker)
7 Feb 2023Activity: Talk or presentation › Talk or presentation at a workshop/seminar
File -
Predict and Optimize: Through the Lens of Learning to Rank
Jayanta Mandi (Speaker), Victor Bucarey Lopez (Speaker), Maxime Albert Mulamba Ke Tchomba (Speaker) & Tias Guns (Speaker)
3 Jul 2022 → 6 Jul 2022Activity: Talk or presentation › Talk or presentation at a conference