Senne Berden

According to our database, Senne Berden authored at least 14 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Scalable Decision-Focused Learning through Cost-Sensitive Regression.

Noah Schutte, Senne Berden, Tias Guns, Krzysztof Postek, Neil Yorke-Smith

CoRR, May, 2026

Machine Learning-Guided Interactive Constraint Acquisition.

Dimos Tsouros, Senne Berden, Tias Guns

J. Artif. Intell. Res., 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

J. Artif. Intell. Res., 2026

2025

Feasibility-Aware Decision-Focused Learning for Predicting Parameters in the Constraints.

Jayanta Mandi, Marianne Defresne, Senne Berden, Tias Guns

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

Solver-Free Decision-Focused Learning for Linear Optimization Problems.

Senne Berden, Ali Irfan Mahmutogullari, Dimos Tsouros, Tias Guns

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

Minimizing Surrogate Losses for Decision-Focused Learning Using Differentiable Optimization.

Jayanta Mandi, Ali Irfan Mahmutogullari, Senne Berden, Tias Guns

Proceedings of the ECAI 2025 - 28th European Conference on Artificial Intelligence, 25-30 October 2025, Bologna, Italy, 2025

Generalizing Constraint Models in Constraint Acquisition.

Dimos Tsouros, Senne Berden, Steven Prestwich, Tias Guns

Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

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

Learning to Learn in Interactive Constraint Acquisition.

Dimosthenis C. Tsouros, Senne Berden, Tias Guns

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

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

CoRR, 2023

Guided Bottom-Up Interactive Constraint Acquisition.

Dimosthenis C. Tsouros, Senne Berden, Tias Guns

Proceedings of the 29th International Conference on Principles and Practice of Constraint Programming, 2023

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

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

Model-Based Algorithm Configuration with Adaptive Capping and Prior Distributions.

Ignace Bleukx, Senne Berden, Lize Coenen, Nicholas Decleyre, Tias Guns

Proceedings of the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, 2022

Learning MAX-SAT Models from Examples Using Genetic Algorithms and Knowledge Compilation.

Senne Berden, Mohit Kumar, Samuel Kolb, Tias Guns

Proceedings of the 28th International Conference on Principles and Practice of Constraint Programming, 2022