Hybrid Classification and Reasoning for Image-Based Constraint Solving. - Maxime Mulamba; Jayanta Mandi; Rocsildes Canoy; Tias Guns (CPAIOR, 2020)

Discrete solution pools and noise-contrastive estimation for predict-and-optimize. - Maxime Mulamba; Jayanta Mandi; Michelangelo Diligenti; Michele Lombardi 001; Victor Bucarey; Tias Guns (CoRR, 2020)

Contrastive Losses and Solution Caching for Predict-and-Optimize. - Maxime Mulamba; Jayanta Mandi; Michelangelo Diligenti; Michele Lombardi 001; Victor Bucarey; Tias Guns (IJCAI, 2021)

Predict and Optimize: Through the Lens of Learning to Rank. - Jayanta Mandi; Víctor Bucarey; Maxime Mulamba; Tias Guns (CoRR, 2021)

Decision-Focused Learning: Through the Lens of Learning to Rank. - Jayanta Mandi; Víctor Bucarey; Maxime Mulamba Ke Tchomba; Tias Guns (ICML, 2022)

Sudoku Assistant - an AI-Powered App to Help Solve Pen-and-Paper Sudokus. - Tias Guns; Emilio Gamba; Maxime Mulamba; Ignace Bleukx; Senne Berden; Milan Pesa (AAAI, 2023)

Score Function Gradient Estimation to Widen the Applicability of Decision-Focused Learning. - Mattia Silvestri; Senne Berden; Jayanta Mandi; Ali Irfan Mahmutogullari; Maxime Mulamba; Allegra De Filippo; Tias Guns; Michele Lombardi 001 (CoRR, 2023)

Probability estimation and structured output prediction for learning preferences in last mile delivery. - Rocsildes Canoy; Victor Bucarey; Jayanta Mandi; Maxime Mulamba; Yves Molenbruch; Tias Guns (Comput. Ind. Eng., 2024)

Decision-Focused Learning: Foundations, State of the Art, Benchmark and Future Opportunities. - Jayanta Mandi; James Kotary; Senne Berden; Maxime Mulamba; Victor Bucarey; Tias Guns; Ferdinando Fioretto (J. Artif. Intell. Res., 2024)

Perception-based constraint solving for sudoku images. - Maxime Mulamba; Jayanta Mandi; Ali Irfan Mahmutogullari; Tias Guns (Constraints An Int. J., 2024)