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 (TENCON, 2018)

Smart Predict-and-Optimize for Hard Combinatorial Optimization Problems. - Jayanta Mandi; Emir Demirovic; Peter J. Stuckey; Tias Guns (AAAI, 2020)

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

Interior Point Solving for LP-based prediction+optimisation. - Jayanta Mandi; Tias Guns (NeurIPS, 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)

Data Driven VRP: A Neural Network Model to Learn Hidden Preferences for VRP. - Jayanta Mandi; Rocsildes Canoy; Víctor Bucarey; Tias Guns (CP, 2021)

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

Learn-n-Route: Learning implicit preferences for vehicle routing. - Rocsildes Canoy; Victor Bucarey; Jayanta Mandi; Tias Guns (CoRR, 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)

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)

Learn and route: learning implicit preferences for vehicle routing. - Rocsildes Canoy; Víctor Bucarey; Jayanta Mandi; Tias Guns (Constraints An Int. J., 2023)

Decision-Focused Learning to Predict Action Costs for Planning. - Jayanta Mandi; Marco Foschini; Daniel Höller; Sylvie Thiébaux; Jörg Hoffmann 001; Tias Guns (ECAI, 2024)

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)

Preference Elicitation for Multi-objective Combinatorial Optimization with Active Learning and Maximum Likelihood Estimation. - Marianne Defresne; Jayanta Mandi; Tias Guns (IJCAI, 2025)

Minimizing Surrogate Losses for Decision-Focused Learning using Differentiable Optimization. - Jayanta Mandi; Ali Irfan Mahmutogullari; Senne Berden; Tias Guns (CoRR, 2025)

Feasibility-Aware Decision-Focused Learning for Predicting Parameters in the Constraints. - Jayanta Mandi; Marianne Defresne; Senne Berden; Tias Guns (CoRR, 2025)