Smart predict-and-optimize for hard combinatorial optimization problems J Mandi, E Demirović, PJ Stuckey, T Guns Proceedings of the AAAI Conference on Artificial Intelligence 34 (02), 1603-1610, 2020 | 167 | 2020 |
Interior Point Solving for LP-based prediction+ optimisation J Mandi, T Guns Advances in Neural Information Processing Systems 33, 2020 | 103 | 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 | 55 | 2022 |
Contrastive Losses and Solution Caching for Predict-and-Optimize M Mulamba, J Mandi, M Diligenti, M Lombardi, V Bucarey, T Guns IJCAI: proceedings of the conference/sponsored by the International Joint …, 2021 | 55 | 2021 |
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 Journal of Artificial Intelligence Research 80, 1623-1701, 2024 | 40 | 2024 |
Use of Artificial Intelligence to Analyse Risk in Legal Documents for a Better Decision Support D Chakrabarti, N Patodia, U Bhattacharya, I Mitra, S Roy, J Mandi, N Roy, ... TENCON 2018-2018 IEEE Region 10 Conference, 0683-0688, 2018 | 24 | 2018 |
Data Driven VRP: A Neural Network Model to Learn Hidden Preferences for VRP J Mandi, R Canoy, V Bucarey, T Guns arXiv preprint arXiv:2108.04578, 2021 | 18 | 2021 |
Hybrid classification and reasoning for image-based constraint solving M Mulamba, J Mandi, R Canoy, T Guns Integration of Constraint Programming, Artificial Intelligence, and …, 2020 | 14 | 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 | 9 | 2024 |
Learn and route: learning implicit preferences for vehicle routing R Canoy, V Bucarey, J Mandi, T Guns Constraints 28 (3), 363-396, 2023 | 7 | 2023 |
How to ease Covid-19 lockdown? Forward guidance using a multi-dimensional vulnerability index J Mandi, M Chakrabarty, S Mukherjee Ideas for India, 2020 | 6 | 2020 |
Predict and Optimize: Through the Lens of Learning to Rank J Mandi, V Bucarey, M Mulamba, T Guns arXiv preprint arXiv:2112.03609, 2021 | 4 | 2021 |
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 | 3 | 2021 |
Entropy-based consumption diversity—the case of India M Chakrabarty, J Mandi Opportunities and Challenges in Development: Essays for Sarmila Banerjee …, 2019 | 2 | 2019 |
Score Function Gradient Estimation to Widen the Applicability of Decision-Focused Learning M Silvestri, S Berden, J Mandi, Aİ Mahmutoğulları, B Amos, T Guns, ... arXiv preprint arXiv:2307.05213, 2023 | 1 | 2023 |
Perception-based constraint solving for sudoku images M Mulamba, J Mandi, Aİ Mahmutoğulları, T Guns Constraints, 1-40, 2024 | | 2024 |
Decision-Focused Learning to Predict Action Costs for Planning J Mandi, M Foschini, D Holler, S Thiébaux, J Hoffmann, T Guns arXiv preprint arXiv:2408.06876, 2024 | | 2024 |
Towards Scalable Decision-Focused Learning for Combinatorial Optimization Problems J Mandi Vrije Universiteit Brussel, 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 arXiv e-prints, arXiv: 2011.05354, 2020 | | 2020 |