Contrastive losses and solution caching for predict-and-optimize M Mulamba, J Mandi, M Diligenti, M Lombardi, V Bucarey, T Guns International Joint Conferences on Artificial Intelligence (IJCAI) 2021, 2020 | 39 | 2020 |
Decision-focused learning: Through the lens of learning to rank J Mandi, V Bucarey, MMK Tchomba, T Guns International conference on machine learning, 14935-14947, 2022 | 36 | 2022 |
Decision-focused learning: Foundations, state of the art, benchmark and future opportunities J Mandi, J Kotary, S Berden, M Mulamba, V Bucarey, T Guns, F Fioretto arXiv preprint arXiv:2307.13565, 2023 | 20 | 2023 |
Hybrid classification and reasoning for image-based constraint solving M Mulamba, J Mandi, R Canoy, T Guns International Conference on Integration of Constraint Programming …, 2020 | 12 | 2020 |
Probability estimation and structured output prediction for learning preferences in last mile delivery R Canoy, V Bucarey, J Mandi, M Mulamba, Y Molenbruch, T Guns Computers & Industrial Engineering 189, 109932, 2024 | 3 | 2024 |
TSP with learned zone preferences for last-mile vehicle dispatching R Canoy, J Mandi, VB Lopez, E Gamba, M Mulamba, T Guns Amazon Last-Mile Routing Research Challenge, XXX. 1-XXX. 9, 2021 | 2 | 2021 |
Sudoku Assistant–an AI-Powered App to Help Solve Pen-And-Paper Sudokus T Guns, E Gamba, M Mulamba, I Bleukx, S Berden, M Pesa Proceedings of the AAAI Conference on Artificial Intelligence 37 (13), 16440 …, 2023 | 1 | 2023 |
Decision Focused Learning for Prediction+ Optimisation Problems M Mulamba, E Gamba, T Guns Proceedings of AAAI, Constraint Programming and Machine Learning Bridge Program, 2023 | 1 | 2023 |
Score Function Gradient Estimation to Widen the Applicability of Decision-Focused Learning M Silvestri, S Berden, J Mandi, Aİ Mahmutoğulları, M Mulamba, ... arXiv preprint arXiv:2307.05213, 2023 | | 2023 |
Sudoku Assistant M Mulamba, E Gamba, J Mandi, T Guns | | 2022 |
Discrete solution pools and noise-contrastive estimation for predict-and-optimize. M Mulamba, J Mandi, M Diligenti, M Lombardi, V Bucarey, T Guns CoRR, 2020 | | 2020 |
Vehicle routing with time windows and stochastic demands: a case study S Mertens, Y Molenbruch, K Braekers, A Caris, T Guns, M Mulamba, ... | | |
Next Point-of-interest prediction: towards an interpretable model MK Tchomba | | |