Mandi, Jayanta

9 publications

JAIR 2026 Score Function Gradient Estimation to Widen the Applicability of Decision-Focused Learning Mattia Silvestri, Senne Berden, Gaetano Signorelli, Ali Irfan Mahmutogullari, Jayanta Mandi, Brandon Amos, Tias Guns, Michele Lombardi

NeurIPS 2025 Feasibility-Aware Decision-Focused Learning for Predicting Parameters in the Constraints Jayanta Mandi, Marianne Defresne, Senne Berden, Tias Guns

IJCAI 2025 Preference Elicitation for Multi-Objective Combinatorial Optimization with Active Learning and Maximum Likelihood Estimation Marianne Defresne, Jayanta Mandi, Tias Guns

JAIR 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

ICMLW 2023 Score Function Gradient Estimation to Widen the Applicability of Decision-Focused Learning Mattia Silvestri, Senne Berden, Jayanta Mandi, Ali İrfan Mahmutoğulları, Maxime Mulamba, Allegra De Filippo, Tias Guns, Michele Lombardi

ICML 2022 Decision-Focused Learning: Through the Lens of Learning to Rank Jayanta Mandi, Vı́ctor Bucarey, Maxime Mulamba Ke Tchomba, Tias Guns

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

NeurIPS 2020 Interior Point Solving for LP-Based Prediction+optimisation Jayanta Mandi, Tias Guns

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