| 2025 | ECAI | Minimizing Surrogate Losses for Decision-Focused Learning Using Differentiable Optimization. | Jayanta Mandi, Ali Irfan Mahmutogullari, Senne Berden, Tias Guns |
| 2025 | IJCAI | Preference Elicitation for Multi-objective Combinatorial Optimization with Active Learning and Maximum Likelihood Estimation. | Marianne Defresne, Jayanta Mandi, Tias Guns |
| 2024 | ECAI | Decision-Focused Learning to Predict Action Costs for Planning. | Jayanta Mandi, Marco Foschini, Daniel Hller, Sylvie Thibaux, Jrg Hoffmann, Tias Guns |
| 2022 | ICML | Decision-Focused Learning: Through the Lens of Learning to Rank. | Jayanta Mandi, Vctor Bucarey, Maxime Mulamba Ke Tchomba, Tias Guns |
| 2021 | CP | Data Driven VRP: A Neural Network Model to Learn Hidden Preferences for VRP. | Jayanta Mandi, Rocsildes Canoy, Vctor Bucarey, Tias Guns |
| 2021 | IJCAI | Contrastive Losses and Solution Caching for Predict-and-Optimize. | Maxime Mulamba, Jayanta Mandi, Michelangelo Diligenti, Michele Lombardi, Victor Bucarey, Tias Guns |
| 2020 | AAAI | Smart Predict-and-Optimize for Hard Combinatorial Optimization Problems. | Jayanta Mandi, Emir Demirovic, Peter J. Stuckey, Tias Guns |
| 2020 | CPAIOR | Hybrid Classification and Reasoning for Image-Based Constraint Solving. | Maxime Mulamba, Jayanta Mandi, Rocsildes Canoy, Tias Guns |
| 2018 | Tencon | Use of Artificial Intelligence to Analyse Risk in Legal Documents for a Better Decision Support. | Dipankar Chakrabarti, Neelam Patodia, Udayan Bhattacharya, Indranil Mitra, Satyaki Roy, Jayanta Mandi, Nandini Roy, Prasun Nandy |