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Mohamed Siala

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Improving Fairness Generalization Through a Sample-Robust Optimization Method

Ulrich Aïvodji , Julien Ferry , Sébastien Gambs , Marie-José Huguet , Mohamed Siala
Machine Learning, 2023, Special Issue on Safe and Fair Machine Learning, 112 (6), pp.2131-2192. ⟨10.1007/s10994-022-06191-y⟩
Article dans une revue hal-03709547v1

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

Mark Antunes , Vincent Armant , Kenneth Brown , Daniel Desmond , Guillaume Escamocher
International Journal on Artificial Intelligence Tools, 2020, 29 (03n04), pp.2060007. ⟨10.1142/S0218213020600076⟩
Article dans une revue hal-02890264v1
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Combinatorial Search from an Energy Perspective

Mohamed Siala , Barry O'Sullivan
Information Processing Letters, 2019, 148, pp.23-27. ⟨10.1016/j.ipl.2019.04.002⟩
Article dans une revue hal-02120041v1
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Complexity Study for the Robust Stable Marriage Problem

Begum Genc , Mohamed Siala , Gilles Simonin , Barry O'Sullivan
Theoretical Computer Science, 2019, 775, pp.76-92. ⟨10.1016/j.tcs.2018.12.017⟩
Article dans une revue hal-01974431v1
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Three generalizations of the FOCUS constraint

Nina Narodytska , Thierry Petit , Mohamed Siala , Toby Walsh
Constraints, 2016, 21 (4), pp.459-532. ⟨10.1007/s10601-015-9233-7⟩
Article dans une revue hal-01238445v1
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A study of constraint programming heuristics for the car-sequencing problem

Mohamed Siala , Emmanuel Hébrard , Marie-José Huguet
Engineering Applications of Artificial Intelligence, 2015, 38, pp.34 - 44. ⟨10.1016/j.engappai.2014.10.009⟩
Article dans une revue hal-01084239v1
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An Optimal Arc Consistency Algorithm for a Particular Case of Sequence Constraint

Mohamed Siala , Emmanuel Hébrard , Marie-José Huguet
Constraints, 2014, 19 (1), pp.30-56. ⟨10.1007/s10601-013-9150-6⟩
Article dans une revue hal-00876594v1

Channel Estimation Errors impact on the sum-rate maximization in a JP-CoMP Transmission Systems

Fatma Abdelkefi , S. Feki , Mohamed Siala , Guillaume Ferré
Transactions on emerging telecommunications technologies, 2013, 1 (1), pp.1-15. ⟨10.1002/ett.2673⟩
Article dans une revue hal-00951939v1

MAP sequence equalization for imperfect frequency selective channel knowledge

Noura Sellami , Mohamed Siala , Aline Roumy , Inès Kammoun
European Transactions on Telecommunications, 2010, 21 (2), pp.121-130. ⟨10.1002/ett.1404⟩
Article dans une revue inria-00504262v1
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Probabilistic Dataset Reconstruction from Interpretable Models

Julien Ferry , Ulrich Aïvodji , Sébastien Gambs , Marie-José Huguet , Mohamed Siala
2nd IEEE Conference on Secure and Trustworthy Machine Learning, Apr 2024, Toronto, Canada
Communication dans un congrès hal-04189566v2
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Exploiting Fairness to Enhance Sensitive Attributes Reconstruction

Julien Ferry , Ulrich Aïvodji , Sébastien Gambs , Marie-José Huguet , Mohamed Siala
First IEEE Conference on Secure and Trustworthy Machine Learning, Feb 2023, Raleigh, North Carolina, United States. ⟨10.1109/SaTML54575.2023.00012⟩
Communication dans un congrès hal-03766710v2
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Exploiter l'équité d'un modèle d'apprentissage pour reconstruire les attributs sensibles de son ensemble d'entraînement

Julien Ferry , Ulrich Aïvodji , Sébastien Gambs , Marie-José Huguet , Mohamed Siala
Rencontres des Jeunes Chercheurs en Intelligence Artificielle (RJCIA/PFIA 2023), Jul 2023, Strasbourg, France
Communication dans un congrès hal-04190265v1
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Optimizing Binary Decision Diagrams with MaxSAT for Classification

Hao Hu , Marie-José Huguet , Mohamed Siala
36th AAAI Conference on Artificial Intelligence, Feb 2022, Vancouver, Canada
Communication dans un congrès hal-03667549v1
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Leveraging Integer Linear Programming to Learn Optimal Fair Rule Lists

Ulrich Aïvodji , Julien Ferry , Sébastien Gambs , Marie-José Huguet , Mohamed Siala
19th International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research (CPAIOR-2022), Jun 2022, Los Angeles, CA, United States
Communication dans un congrès hal-03602234v1
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Concilier l'équité statistique et la précision en apprentissage machine interprétable grâce à la PLNE

Julien Ferry , Ulrich Aïvodji , Sebastien Gambs , Marie-José Huguet , Mohamed Siala
23ème congrès annuel de la Société Française de Recherche Opérationnelle et d'Aide à la Décision, INSA Lyon, Feb 2022, Villeurbanne - Lyon, France
Communication dans un congrès hal-03595267v1
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Améliorer la généralisation de l'équité en apprentissage grâce à l'Optimisation Distributionnellement Robuste

Julien Ferry , Ulrich Aïvodji , Sébastien Gambs , Marie-José Huguet , Mohamed Siala
Rencontres des Jeunes Chercheurs en Intelligence Artificielle (RJCIA/PFIA 2021), Jul 2021, Bordeaux (virtual), France
Communication dans un congrès hal-03249522v1
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FairCORELS, an Open-Source Library for Learning Fair Rule Lists

Ulrich Aïvodji , Julien Ferry , Sébastien Gambs , Marie-José Huguet , Mohamed Siala
ACM International Conference on Information and Knowledge Management, Virtual Event, Nov 2021, Queensland, Australia. pp.4665-4669, ⟨10.1145/3459637.3481965⟩
Communication dans un congrès hal-03427276v1
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Learning Optimal Decision Trees with MaxSAT and its Integration in AdaBoost

Hao Hu , Mohamed Siala , Emmanuel Hébrard , Marie-José Huguet
IJCAI-PRICAI 2020, 29th International Joint Conference on Artificial Intelligence and the 17th Pacific Rim International Conference on Artificial Intelligence, Jul 2020, Yokohama, Japan
Communication dans un congrès hal-02740415v1

Towards Formal Fairness in Machine Learning

Alexey Ignatiev , Martin Cooper , Mohamed Siala , Emmanuel Hébrard , Joao Marques-Silva
26th International Conference on Principles and Practice of Constraint Programming (CP 2020), Sep 2020, Louvain (online), Belgium. pp.846-867, ⟨10.1007/978-3-030-58475-7_49⟩
Communication dans un congrès hal-02950860v1
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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
Sixteenth International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, Jun 2019, Thessaloniki, Greece. ⟨10.1007/978-3-030-19212-9_21⟩
Communication dans un congrès hal-02062127v1
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Explanation-Based Weighted Degree

Emmanuel Hébrard , Mohamed Siala
CPAIOR, Jun 2017, Padoue, Italy. 9p
Communication dans un congrès hal-01670307v1
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Finding Robust Solutions to Stable Marriage

Begum Genc , Mohamed Siala , Gilles Simonin , Barry O ' Sullivan
IJCAI 2017, Aug 2017, Melbourne, Australia
Communication dans un congrès hal-01689897v1
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On the Complexity of Robust Stable Marriage

Begum Genc , Mohamed Siala , Gilles Simonin , Barry O ' Sullivan
COCOA 2017 11th Annual International Conference on Combinatorial Optimization and Applications , Dec 2017, Shanghai, China
Communication dans un congrès hal-01689884v1
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On the Joint Use of Time Reversal and POPS-OFDM for 5G Systems

Wafa Khrouf , Zeineb Hraiech , Fatma Abdelkefi , Mohamed Siala , Matthieu Crussière
VTC Fall IEEE 86th Vehicular Technology Conference, Sep 2017, Toronto, Canada
Communication dans un congrès hal-01763320v1
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Robust Stable Marriage

Begum Genc , Mohamed Siala , Barry O ' Sullivan , Gilles Simonin
AAAI - 17, Feb 2017, San Francisco, United States. pp.4925-4926
Communication dans un congrès hal-01689852v1
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A CP-Based Approach to Popular Matching

Danuta Sorina Chisca , Mohamed Siala , Gilles Simonin , Barry O ' Sullivan
AAAI 2016, Feb 2016, Phoenix, United States
Communication dans un congrès hal-01689926v1

Characterization of Ping-Pong Optimized Pulse Shaping-OFDM (POPS-OFDM) for 5G systems

Zeineb Hraiech , Fatma Abdelkefi , Mohamed Siala , Walid Ben-Ameur
VTC Spring 2015 : 81st Vehicular Technology Conference, May 2015, Glascow, United Kingdom. pp.1 - 6, ⟨10.1109/VTCSpring.2015.7145741⟩
Communication dans un congrès hal-01265526v1

Network connectivity and capacity improvement in cooperative vehicular networks using distributed network coding

Ahlem Khlass , Yacine Ghamri-Doudane , Mohamed Siala
6th International Conference on Network of the Future, NoF 2015, Sep 2015, Montréal, Canada
Communication dans un congrès hal-01378142v1
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Two Clause Learning Approaches for Disjunctive Scheduling

Mohamed Siala , Christian Artigues , Emmanuel Hébrard
Principles and Practice of Constraint Programming, Aug 2015, Cork, Ireland. pp.393-402, ⟨10.1007/978-3-319-23219-5_28⟩
Communication dans un congrès hal-01229050v1

Analyse de conflit non-standard pour résoudre le problème de Job-Shop

Mohamed Siala , Christian Artigues , Emmanuel Hébrard
ROADEF - 15ème congrès annuel de la Société française de recherche opérationnelle et d'aide à la décision, Société française de recherche opérationnelle et d'aide à la décision, Feb 2014, Bordeaux, France
Communication dans un congrès hal-00946365v1
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Solving hard sequencing problems via the AtMostSeqCard constraint

Mohamed Siala , Christian Artigues , Emmanuel Hébrard , Marie-José Huguet
ROADEF - 15ème congrès annuel de la Société française de recherche opérationnelle et d'aide à la décision, Feb 2014, Bordeaux, France
Communication dans un congrès hal-00946361v2
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SAT and Hybrid Models of the Car Sequencing Problem

Christian Artigues , Emmanuel Hébrard , Valentin Mayer-Eichberger , Mohamed Siala , Toby Walsh
11th International Conference, CPAIOR 2014, Cork, Ireland, May 19-23, 2014., May 2014, Cork, Ireland. pp.268-283, ⟨10.1007/978-3-319-07046-9_19⟩
Communication dans un congrès hal-00991036v1

Efficient Limited Data Multi-Antenna Compressed Spectrum Sensing Exploiting Angular Sparsity

Inès Elleuch , Fatma Abdelkefi , Amor Nafkha , Mohamed Siala
PIMRC 2013, Sep 2013, London, United Kingdom
Communication dans un congrès hal-00868256v1
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Explaining the AtMostSeqCard constraint

Mohamed Siala , Christian Artigues , Emmanuel Hébrard
Doctoral Program Workshop at CP2013, Sep 2013, Uppsala, Sweden
Communication dans un congrès hal-00871706v1
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SAT and Hybrid models of the Car-Sequencing problem

Christian Artigues , Emmanuel Hébrard , Valentin Mayer-Eichberger , Mohamed Siala , Toby Walsh
Third International Workshop on the Cross-Fertilization Between CSP and SAT, in conjunction with CP 2013, Sep 2013, Uppsala, Sweden
Communication dans un congrès hal-00871729v2
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Three Generalizations of the FOCUS Constraint

Nina Narodytska , Thierry Petit , Mohamed Siala , Toby Walsh
23rd International Joint Conference on Artificial Intelligence (IJCAI 2013), Aug 2013, Beijing, China. p.630 ; ISBN 978-1-57735-633-2
Communication dans un congrès hal-00871750v1

Performance of Zero-Forcing and Block-diagonalization Methods for Cooperative MIMO Downlink Base Stations in the Presence of Channel Estimation Errors

Souhaila Fki , Fatma Abdelkefi , Guillaume Ferré , Mohamed Siala
IEEE Symposium on Computers and Communications (ISCC), 2012, Jul 2012, Cappadocia, Italy. pp.6-11, ⟨10.1109/ISCC.2012.6249260⟩
Communication dans un congrès hal-00951964v1
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An Optimal Arc Consistency Algorithm for a Chain of Atmost Constraints with Cardinality

Mohamed Siala , Emmanuel Hébrard , Marie-José Huguet
Eighteenth International Conference on Principles and Practice of Constraint Programming, Oct 2012, Quebec, Canada. pp.55-69, ⟨10.1007/978-3-642-33558-7_7⟩
Communication dans un congrès hal-00713860v1

An Iterative Method for the Maximization of the Sum-Rate of Multicell Cooperative Systems

Souhaila Fki , Fatma Abdelkefi , Mohamed Siala , Guillaume Ferré
Proceedings of the 20th European Signal Processing Conference (EUSIPCO), 2012, Aug 2012, Bucarest, Hungary. pp.1613-1617
Communication dans un congrès hal-00951965v1
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Algorithme optimal d'arc-consistance pour une séquence de contraintes AtMost avec cardinalité

Emmanuel Hébrard , Marie-José Huguet , Mohamed Siala
JFPC 2012, May 2012, Toulouse, France. 10 p
Communication dans un congrès hal-00812413v1

Multicell Cooperative Base Stations in Presence of Channel Estimation Errors

S. Feki , Fatma Abdelkefi , Mohamed Siala , Guillaume Ferré
11th International Conference on Information Science, Signal Processing and their Applications (ISSPA), 2012, Jul 2012, Montreal, Canada. pp.660-665, ⟨10.1109/ISSPA.2012.6310636⟩
Communication dans un congrès hal-00951961v1

{Symbol MAP Detection Aided with First Channel Estimate for TDMA Systems Over a Frequency Selective Channel}

Inès Kammoun , Mohamed Siala , Noura Sellami , Aline Roumy
IEEE International Symposium on Wireless Communication Systems 2009 (ISWCS'09), 2009, Sienna, Italy
Communication dans un congrès inria-00504560v1

{Generalized MAP: sequence detection for non ideal frequency selective channel knowledge}

Noura Sellami , Mohamed Siala , Aline Roumy , Inès Kammoun
Proc.of ICASSP, IEEE Int. Conference on Acoustics, Speech and Signal Processing, 2007, Honolulu, United States
Communication dans un congrès inria-00504583v1