Mohamed Siala

According to our database, Mohamed Siala authored at least 31 papers between 2012 and 2023.

Collaborative distances:

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

2023

Improving fairness generalization through a sample-robust optimization method.

Julien Ferry, Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Mohamed Siala

Mach. Learn., June, 2023

SoK: Taming the Triangle - On the Interplays between Fairness, Interpretability and Privacy in Machine Learning.

Julien Ferry, Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Mohamed Siala

CoRR, 2023

Probabilistic Dataset Reconstruction from Interpretable Models.

Julien Ferry, Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Mohamed Siala

CoRR, 2023

2022

Exploiting Fairness to Enhance Sensitive Attributes Reconstruction.

Julien Ferry, Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Mohamed Siala

CoRR, 2022

Leveraging Integer Linear Programming to Learn Optimal Fair Rule Lists.

Ulrich Aïvodji, Julien Ferry, Sébastien Gambs, Marie-José Huguet, Mohamed Siala

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

Optimizing Binary Decision Diagrams with MaxSAT for Classification.

Hao Hu, Marie-José Huguet, Mohamed Siala

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021

FairCORELS, an Open-Source Library for Learning Fair Rule Lists.

Ulrich Aïvodji, Julien Ferry, Sébastien Gambs, Marie-José Huguet, Mohamed Siala

Proceedings of the CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1, 2021

2020

Assigning and Scheduling Service Visits in a Mixed Urban/Rural Setting.

Mark Antunes, Vincent Armant, Kenneth N. Brown, Daniel A. Desmond, Guillaume Escamocher, Anne-Marie George, Diarmuid Grimes, Mike O'Keeffe, Yiqing Lin, Barry O'Sullivan, Cemalettin Ozturk, Luis Quesada, Mohamed Siala, Helmut Simonis, Nic Wilson

Int. J. Artif. Intell. Tools, 2020

Learning Optimal Decision Trees with MaxSAT and its Integration in AdaBoost.

Hao Hu, Mohamed Siala, Emmanuel Hebrard, Marie-José Huguet

Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

Towards Formal Fairness in Machine Learning.

Alexey Ignatiev, Martin C. Cooper, Mohamed Siala, Emmanuel Hebrard, João Marques-Silva

Proceedings of the Principles and Practice of Constraint Programming, 2020

2019

Complexity Study for the Robust Stable Marriage Problem.

Begum Genc, Mohamed Siala, Gilles Simonin, Barry O'Sullivan

Theor. Comput. Sci., 2019

Combinatorial search from an energy perspective.

Mohamed Siala, Barry O'Sullivan

Inf. Process. Lett., 2019

Learning Fair Rule Lists.

Ulrich Aïvodji, Julien Ferry, Sébastien Gambs, Marie-José Huguet, Mohamed Siala

CoRR, 2019

An Approach to Robustness in the Stable Roommates Problem and Its Comparison with the Stable Marriage Problem.

Begum Genc, Mohamed Siala, Gilles Simonin, Barry O'Sullivan

Proceedings of the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, 2019

2018

From Backdoor Key to Backdoor Completability: Improving a Known Measure of Hardness for the Satisfiable CSP.

Guillaume Escamocher, Mohamed Siala, Barry O'Sullivan

Proceedings of the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, 2018

2017

Finding Robust Solutions to Stable Marriage.

Begum Genc, Mohamed Siala, Barry O'Sullivan, Gilles Simonin

Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

New Models for Two Variants of Popular Matching.

Danuta Sorina Chisca, Mohamed Siala, Gilles Simonin, Barry O'Sullivan

Proceedings of the 29th IEEE International Conference on Tools with Artificial Intelligence, 2017

Explanation-Based Weighted Degree.

Emmanuel Hebrard, Mohamed Siala

Proceedings of the Integration of AI and OR Techniques in Constraint Programming, 2017

Rotation-Based Formulation for Stable Matching.

Mohamed Siala, Barry O'Sullivan

Proceedings of the Principles and Practice of Constraint Programming, 2017

On the Complexity of Robust Stable Marriage.

Begum Genc, Mohamed Siala, Gilles Simonin, Barry O'Sullivan

Proceedings of the Combinatorial Optimization and Applications, 2017

Robust Stable Marriage.

Begum Genc, Mohamed Siala, Barry O'Sullivan, Gilles Simonin

Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016

Three generalizations of the FOCUS constraint.

Nina Narodytska, Thierry Petit, Mohamed Siala, Toby Walsh

Constraints An Int. J., 2016

Revisiting Two-Sided Stability Constraints.

Mohamed Siala, Barry O'Sullivan

Proceedings of the Integration of AI and OR Techniques in Constraint Programming, 2016

A CP-Based Approach for Popular Matching.

Danuta Sorina Chisca, Mohamed Siala, Gilles Simonin, Barry O'Sullivan

Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

2015

Search, propagation, and learning in sequencing and scheduling problems. (Recherche, propagation et apprentissage dans les problèmes de séquencement et d'ordonnancement).

Mohamed Siala

PhD thesis, 2015

A study of constraint programming heuristics for the car-sequencing problem.

Mohamed Siala, Emmanuel Hebrard, Marie-José Huguet

Eng. Appl. Artif. Intell., 2015

Search, propagation, and learning in sequencing and scheduling problems.

Mohamed Siala

Constraints An Int. J., 2015

Two Clause Learning Approaches for Disjunctive Scheduling.

Mohamed Siala, Christian Artigues, Emmanuel Hebrard

Proceedings of the Principles and Practice of Constraint Programming, 2015

2014

An optimal arc consistency algorithm for a particular case of sequence constraint.

Mohamed Siala, Emmanuel Hebrard, Marie-José Huguet

Constraints An Int. J., 2014

SAT and Hybrid Models of the Car Sequencing Problem.

Christian Artigues, Emmanuel Hebrard, Valentin Mayer-Eichberger, Mohamed Siala, Toby Walsh

Proceedings of the Integration of AI and OR Techniques in Constraint Programming, 2014

2012

An Optimal Arc Consistency Algorithm for a Chain of Atmost Constraints with Cardinality.

Mohamed Siala, Emmanuel Hebrard, Marie-José Huguet

Proceedings of the Principles and Practice of Constraint Programming, 2012