From The Feasability Analysis To Real-Time Test Generation. - Ismail Berrada; Richard Castanet; Patrick Félix (Stud. Inform. Univ., 2004)

Testing Communicating Systems: a Model, a Methodology, and a Tool. - Ismail Berrada; Richard Castanet; Patrick Félix (TestCom, 2005)

Test Case Minimization for Real-Time Systems Using Timed Bound Traces. - Ismail Berrada; Richard Castanet; Patrick Félix; Aziz Salah (TestCom, 2006)

Optimal tester synthesis for real-time systems. - Rachid Bouaziz; Ismail Berrada (NOTERE, 2008)

Testing Component-Based Real Time Systems. - Rachid Bouaziz; Ismail Berrada (SNPD, 2008)

Testing Web Services Composition Using the TGSE Tool. - Tien-Dung Cao; Patrick Félix; Richard Castanet; Ismail Berrada (SERVICES I, 2009)

Online Testing Framework for Web Services. - Tien-Dung Cao; Patrick Félix; Richard Castanet; Ismail Berrada (ICST, 2010)

Automated Robustness Testing for Reactive Systems: Application to Communicating Protocols. - Fares Saad-Khorchef; Ismail Berrada; Antoine Rollet; Richard Castanet (IICS, 2010)

Green opportunistic access for CRN with selfish users using coalitional game approach in partition form. - Imane Daha Belghiti; Mouna Elmachkour; Ismail Berrada; Abdellatif Kobbane (CIST, 2014)

Towards formal verification of business process using a graphical specification. - Outman El Hichami; Badr Eddine El Mohajir; Mohammed Al Achhab; Ismail Berrada; Rachid Oucheikh (CIST, 2014)

Controlling messages for probabilistic routing protocols in Delay-Tolerant Networks. - Ahmed El Ouadrhiri; Imane Rahmouni; Mohamed El-Kamili; Ismail Berrada (ISCC, 2014)

A formal model of human driving behavior in vehicular networks. - Afaf Bouhoute; Ismail Berrada; Mohamed El-Kamili (IWCMC, 2014)

A Formal Driving Behavior Model for Intelligent Transportation Systems. - Afaf Bouhoute; Ismail Berrada; Mohamed El-Kamili (NETYS, 2014)

Short: Graphical Specification and Automatic Verification of Business Process. - Outman El Hichami; Mohammed Al Achhab; Ismail Berrada; Badr Eddine El Mohajir (NETYS, 2014)

Visual Specification Language and Automatic Checking of Business Process. - Outman El Hichami; Mohammed Al Achhab; Ismail Berrada; Badr Eddine El Mohajir (VECoS, 2014)

Improving Cognitive Radio Wireless Network Performances Using Clustering Schemes and Coalitional Games. - Imane Daha Belghiti; Ismail Berrada; Mohamed El-Kamili (NETYS, 2015)

Towards an Optimal Pricing for Mobile Virtual Network Operators. - Mohammed Raiss El-Fenni; Mohamed El-Kamili; Sidi Ahmed Ezzahidi; Ismail Berrada; El-Houssine Bouyakhf (NETYS, 2015)

Towards a Formal Semantics and Analysis of BPMN Gateways. - Outman El Hichami; Mohamed Naoum; Mohammed Al Achhab; Ismail Berrada; Badr Eddine El Mohajir (NETYS, 2015)

A holistic approach for modeling and verification of human driver behavior. - Afaf Bouhoute; Rachid Oucheikh; Yassine Zahraoui; Ismail Berrada (WINCOM, 2015)

An Algebraic Method for Analysing Control Flow of BPMN Models. - Outman El Hichami; Mohamed Naoum; Mohammed Al Achhab; Ismail Berrada; Badr Eddine El Mohajir (Int. J. Recent Contributions Eng. Sci. IT, 2015)

The 4-Octahedron Abstract Domain. - Rachid Oucheikh; Ismail Berrada; Outman El Hichami (NETYS, 2016)

Context-Aware Driving Assistance: An Approach for Monitoring-Based Modeling and Self-learning Cars. - Afaf Bouhoute; Rachid Oucheikh; Ismail Berrada (UNet, 2016)

Foreword. - Mohamed El-Kamili; Ismail Berrada; Abdelmajid Badri; Hicham Ghennioui (WINCOM, 2016)

Coalitional game-based behavior analysis for spectrum access in cognitive radios. - Imane Daha Belghiti; Mouna Elmachkour; Ismail Berrada; Abdellatif Kobbane; Jalel Ben-Othman (Wirel. Commun. Mob. Comput., 2016)

Adaptive Educational Hypermedia Systems: Current Developments and Challenges. - Kenza Sakout Andaloussi; Laurence Capus; Ismail Berrada (BDCA, 2017)

Including Personality Traits, Inferred from Social Networks, in Building Next Generation of AEHS. - Kenza Sakout Andaloussi; Laurence Capus; Ismail Berrada (SCA, 2017)

Traffic sign recognition using convolutional neural networks. - Kaoutar Sefrioui Boujemaa; Afaf Bouhoute; Karim Boubouh; Ismail Berrada (WINCOM, 2017)

Predicting lane change maneuvers using inverse reinforcement learning. - Abdelhaq Zouzou; Afaf Bouhoute; Karim Boubouh; Mohamed El-Kamili; Ismail Berrada (WINCOM, 2017)

Minimizing Cost Travel in Multimodal Transport Using Advanced Relation Transitive Closure. - Rachid Oucheikh; Ismail Berrada; Lahcen Omari (Adv. Oper. Res., 2018)

Who is behind the wheel? Driver identification and fingerprinting. - Saad Ezzini; Ismail Berrada; Mounir Ghogho (J. Big Data, 2018)

Real Time Traffic Light Detection and Classification using Deep Learning. - Zakaria Ennahhal; Ismail Berrada; Khalid Fardousse (WINCOM, 2019)

Predicting Driver Lane Change Maneuvers Using Driver's Face. - Abdellatif Moussaid; Ismail Berrada; Mohamed El-Kamili; Khalid Fardousse (WINCOM, 2019)

Scalable framework for green large cognitive radio networks. - Imane Daha Belghiti; Ismail Berrada; Mohamed El-Kamili (Cogn. Comput. Syst., 2019)

A Hypergraph Based Approach for the 4-Constraint Satisfaction Problem Tractability. - Rachid Oucheikh; Ismail Berrada; Outman El Hichami (CoRR, 2019)

Advanced Driving Behavior Analytics for an Improved Safety Assessment and Driver Fingerprinting. - Afaf Bouhoute; Rachid Oucheikh; Karim Boubouh; Ismail Berrada (IEEE Trans. Intell. Transp. Syst., 2019)

Improving Driver Identification for the Next-Generation of In-Vehicle Software Systems. - Abdellah El Mekki; Afaf Bouhoute; Ismail Berrada (IEEE Trans. Veh. Technol., 2019)

Energy Efficient Adaptive GPS Sampling Using Accelerometer Data. - Saad Ezzini; Ismail Berrada (ADHOCNETS, 2020)

Analyzing Driving Behavior: Towards Dynamic Driver Profiling. - Anas Ouardini; Imane El Ouazzany Ech-chahedy; Afaf Bouhoute; Ismail Berrada; Mohamed El-Kamili (ADHOCNETS, 2020)

On the Application of Machine Learning for Cut-in Maneuver Recognition in Platooning Scenarios. - Afaf Bouhoute; Mohamed Mosbah 001; Akka Zemmari; Ismail Berrada (VTC Spring, 2020)

Weighted combination of BERT and N-GRAM features for Nuanced Arabic Dialect Identification. - Abdellah El Mekki; Ahmed Alami; Hamza Alami; Ahmed Khoumsi; Ismail Berrada (WANLP@COLING, 2020)

On the Role of Orthographic Variations in Building Multidialectal Arabic Word Embeddings. - Abdellah El Mekki; Abdelkader El Mahdaouy; Ismail Berrada; Ahmed Khoumsi (Canadian AI, 2021)

Deep Multi-Task Models for Misogyny Identification and Categorization on Arabic Social Media. - Abdelkader El Mahdaouy; Abdellah El Mekki; Ahmed Oumar; Hajar Mousannif; Ismail Berrada (FIRE (Working Notes), 2021)

A Personalized Learning Scheme for Internet of Vehicles Caching. - Soufiane Oualil; Rachid Oucheikh; Mohamed El-Kamili; Ismail Berrada (GLOBECOM, 2021)

Benchmarking Classical and AI-based Caching Strategies in Internet of Vehicles. - Soufiane Oualil; Rachid Oucheikh; Mohamed El-Kamili; Ismail Berrada (ICC Workshops, 2021)

FEDBS: Learning on Non-IID Data in Federated Learning using Batch Normalization. - Meryem Janati Idrissi; Ismail Berrada; Guevara Noubir (ICTAI, 2021)

Domain Adaptation for Arabic Cross-Domain and Cross-Dialect Sentiment Analysis from Contextualized Word Embedding. - Abdellah El Mekki; Abdelkader El Mahdaouy; Ismail Berrada; Ahmed Khoumsi (NAACL-HLT, 2021)

CS-UM6P at SemEval-2021 Task 7: Deep Multi-Task Learning Model for Detecting and Rating Humor and Offense. - Kabil Essefar; Abdellah El Mekki; Abdelkader El Mahdaouy; Nabil El Mamoun; Ismail Berrada (SemEval@ACL/IJCNLP, 2021)

CS-UM6P at SemEval-2021 Task 1: A Deep Learning Model-based Pre-trained Transformer Encoder for Lexical Complexity. - Nabil El Mamoun; Abdelkader El Mahdaouy; Abdellah El Mekki; Kabil Essefar; Ismail Berrada (SemEval@ACL/IJCNLP, 2021)

Deep Multi-Task Model for Sarcasm Detection and Sentiment Analysis in Arabic Language. - Abdelkader El Mahdaouy; Abdellah El Mekki; Kabil Essefar; Nabil El Mamoun; Ismail Berrada; Ahmed Khoumsi (WANLP, 2021)

BERT-based Multi-Task Model for Country and Province Level MSA and Dialectal Arabic Identification. - Abdellah El Mekki; Abdelkader El Mahdaouy; Kabil Essefar; Nabil El Mamoun; Ismail Berrada; Ahmed Khoumsi (WANLP, 2021)

ATTICA: A Dataset for Arabic Text-Based Traffic Panels Detection. - Kaoutar Sefrioui Boujemaa; Mohammed Akallouch; Ismail Berrada; Khalid Fardousse; Afaf Bouhoute (IEEE Access, 2021)

An open access NLP dataset for Arabic dialects : Data collection, labeling, and model construction. - ElMehdi Boujou; Hamza Chataoui; Abdellah El Mekki; Saad Benjelloun; Ikram Chairi; Ismail Berrada (CoRR, 2021)

BERT-based Multi-Task Model for Country and Province Level Modern Standard Arabic and Dialectal Arabic Identification. - Abdellah El Mekki; Abdelkader El Mahdaouy; Kabil Essefar; Nabil El Mamoun; Ismail Berrada; Ahmed Khoumsi (CoRR, 2021)

One Step Further Towards Real-Time Driving Maneuver Recognition Using Phone Sensors. - Salah-Eddine Ramah; Afaf Bouhoute; Karim Boubouh; Ismail Berrada (IEEE Trans. Intell. Transp. Syst., 2021)

CS-UM6P at SemEval-2022 Task 6: Transformer-based Models for Intended Sarcasm Detection in English and Arabic. - Abdelkader El Mahdaouy; Abdellah El Mekki; Kabil Essefar; Abderrahman Skiredj; Ismail Berrada (SemEval@NAACL, 2022)

UM6P-CS at SemEval-2022 Task 11: Enhancing Multilingual and Code-Mixed Complex Named Entity Recognition via Pseudo Labels using Multilingual Transformer. - Abdellah El Mekki; Abdelkader El Mahdaouy; Mohammed Akallouch; Ismail Berrada; Ahmed Khoumsi (SemEval@NAACL, 2022)

NIFL: A Statistical Measures-Based Method for Client Selection in Federated Learning. - Mohamed M'Haouach; Anass Houdou; Hamza Alami; Khalid Fardousse; Ismail Berrada (IEEE Access, 2022)

Prediction and Privacy Scheme for Traffic Flow Estimation on the Highway Road Network. - Mohammed Akallouch; Oussama Akallouch; Khalid Fardousse; Afaf Bouhoute; Ismail Berrada (Inf., 2022)

AdaSL: An Unsupervised Domain Adaptation framework for Arabic multi-dialectal Sequence Labeling. - Abdellah El Mekki; Abdelkader El Mahdaouy; Ismail Berrada; Ahmed Khoumsi (Inf. Process. Manag., 2022)

ASAYAR: A Dataset for Arabic-Latin Scene Text Localization in Highway Traffic Panels. - Mohammed Akallouch; Kaoutar Sefrioui Boujemaa; Afaf Bouhoute; Khalid Fardousse; Ismail Berrada (IEEE Trans. Intell. Transp. Syst., 2022)

Toward Road Safety Recommender Systems: Formal Concepts and Technical Basics. - Kaoutar Sefrioui Boujemaa; Ismail Berrada; Khalid Fardousse; Othmane Naggar; François Bourzeix (IEEE Trans. Intell. Transp. Syst., 2022)

Driver profiling: The pathway to deeper personalization. - Yassine Zahraoui; Khalid Errajraji; Salah-Eddine Ramah; Afaf Bouhoute; Ismail Berrada (J. King Saud Univ. Comput. Inf. Sci., 2022)

ProMap: Effective Bilingual Lexicon Induction via Language Model Prompting. - Abdellah El Mekki; Muhammad Abdul-Mageed; El Moatez Billah Nagoudi; Ismail Berrada; Ahmed Khoumsi (IJCNLP (1), 2023)

Exploring the Risk Factors Influencing the Road Accident Severity: Prediction with Explanation. - Mohammed Akallouch; Khalid Fardousse; Afaf Bouhoute; Ismail Berrada (IWCMC, 2023)

UM6P at SemEval-2023 Task 3: News genre classification based on transformers, graph convolution networks and number of sentences. - Hamza Alami; Abdessamad Benlahbib; Abdelkader El Mahdaouy; Ismail Berrada (SemEval@ACL, 2023)

UL & UM6P at SemEval-2023 Task 10: Semi-Supervised Multi-task Learning for Explainable Detection of Online Sexism. - Salima Lamsiyah; Abdelkader El Mahdaouy; Hamza Alami; Ismail Berrada; Christoph Schommer (SemEval@ACL, 2023)

UM6P at SemEval-2023 Task 12: Out-Of-Distribution Generalization Method for African Languages Sentiment Analysis. - Abdelkader El Mahdaouy; Hamza Alami; Salima Lamsiyah; Ismail Berrada (SemEval@ACL, 2023)

UL & UM6P at ArAIEval Shared Task: Transformer-based model for Persuasion Techniques and Disinformation detection in Arabic. - Salima Lamsiyah; Abdelkader El Mahdaouy; Hamza Alami; Ismail Berrada; Christoph Schommer (ArabicNLP, 2023)

UM6P & UL at WojoodNER shared task: Improving Multi-Task Learning for Flat and Nested Arabic Named Entity Recognition. - Abdelkader El Mahdaouy; Salima Lamsiyah; Hamza Alami; Christoph Schommer; Ismail Berrada (ArabicNLP, 2023)

Investigating Domain Adaptation for Network Intrusion Detection. - Hamza Alami; Meryem Janati Idrissi; Abdelkader El Mahdaouy; Abdelhak Bouayad; Zakaria Yartaoui; Ismail Berrada (WINCOM, 2023)

CT-xCOV: a CT-scan based Explainable Framework for COVid-19 diagnosis. - Ismail Elbouknify; Afaf Bouhoute; Khalid Fardousse; Ismail Berrada; Abdelmajid Badri (WINCOM, 2023)

NF-NIDS: Normalizing Flows for Network Intrusion Detection Systems. - Meryem Janati Idrissi; Hamza Alami; Abdelhak Bouayad; Ismail Berrada (WINCOM, 2023)

DAQAS: Deep Arabic Question Answering System based on duplicate question detection and machine reading comprehension. - Hamza Alami; Abdelkader El Mahdaouy; Abdessamad Benlahbib; Noureddine En-Nahnahi; Ismail Berrada; Saïd El Alaoui Ouatik (J. King Saud Univ. Comput. Inf. Sci., 2023)

Fed-ANIDS: Federated learning for anomaly-based network intrusion detection systems. - Meryem Janati Idrissi; Hamza Alami; Abdelkader El Mahdaouy; Abdellah El Mekki; Soufiane Oualil; Zakaria Yartaoui; Ismail Berrada (Expert Syst. Appl., 2023)

OMCD: Offensive Moroccan Comments Dataset. - Kabil Essefar; Hassan Ait Baha; Abdelkader El Mahdaouy; Abdellah El Mekki; Ismail Berrada (Lang. Resour. Evaluation, 2023)

Investigating the Predictive Potential of Large Language Models in Student Dropout Prediction. - Abdelghafour Aboukacem; Ismail Berrada; El Houcine Bergou; Youssef Iraqi; Loubna Mekouar (AIED (2), 2024)

Student At-Risk Identification and Classification Through Multitask Learning: A Case Study on the Moroccan Education System. - Ismail Elbouknify; Ismail Berrada; Loubna Mekouar; Youssef Iraqi; El Houcine Bergou; Hind Belhabib; Younes Nail; Souhail Wardi (AIED (2), 2024)

Casablanca: Data and Models for Multidialectal Arabic Speech Recognition. - Bashar Talafha; Karima Kadaoui; Samar Mohamed Magdy; Mariem Habiboullah; Chafei Mohamed Chafei; Ahmed Oumar El-Shangiti; Hiba Zayed; Mohamedou Cheikh Tourad; Rahaf Alhamouri; Rwaa Assi; Aisha Alraeesi; Hour Mohamed; et al. (EMNLP, 2024)

AraFinNLP 2024: The First Arabic Financial NLP Shared Task. - Sanad Malaysha; Mo El-Haj; Saad Ezzini; Mohammed Khalilia; Mustafa Jarrar; Sultan Almujaiwel; Ismail Berrada; Houda Bouamor (ArabicNLP, 2024)

Addax at WojoodNER 2024: Attention-Based Dual-Channel Neural Network for Arabic Named Entity Recognition. - Issam Yahia; Houdaifa Atou; Ismail Berrada (ArabicNLP, 2024)

Lightweight Federated Learning for Efficient Network Intrusion Detection. - Abdelhak Bouayad; Hamza Alami; Meryem Janati Idrissi; Ismail Berrada (IEEE Access, 2024)

Arabic Text Diacritization In The Age Of Transfer Learning: Token Classification Is All You Need. - Abderrahman Skiredj; Ismail Berrada (CoRR, 2024)

DarijaBanking: A New Resource for Overcoming Language Barriers in Banking Intent Detection for Moroccan Arabic Speakers. - Abderrahman Skiredj; Ferdaous Azhari; Ismail Berrada; Saad Ezzini (CoRR, 2024)

DomURLs_BERT: Pre-trained BERT-based Model for Malicious Domains and URLs Detection and Classification. - Abdelkader El Mahdaouy; Salima Lamsiyah; Meryem Janati Idrissi; Hamza Alami; Zakaria Yartaoui; Ismail Berrada (CoRR, 2024)

Casablanca: Data and Models for Multidialectal Arabic Speech Recognition. - Bashar Talafha; Karima Kadaoui; Samar Mohamed Magdy; Mariem Habiboullah; Chafei Mohamed Chafei; Ahmed Oumar El-Shangiti; Hiba Zayed; Mohamedou Cheikh Tourad; Rahaf Alhamouri; Rwaa Assi; Aisha Alraeesi; Hour Mohamed; et al. (CoRR, 2024)

On the atout ticket learning problem for neural networks and its application in securing federated learning exchanges. - Abdelhak Bouayad; Mohammed Akallouch; Abdelkader El Mahdaouy; Hamza Alami; Ismail Berrada (J. Inf. Secur. Appl., 2024)

Palm: A Culturally Inclusive and Linguistically Diverse Dataset for Arabic LLMs. - Fakhraddin Alwajih; Abdellah El Mekki; Samar Mohamed Magdy; AbdelRahim A. Elmadany; Omer Nacar; El Moatez Billah Nagoudi; Reem Abdel-Salam; Hanin Atwany; Youssef Nafea; Abdulfattah Mohammed Yahya; Rahaf Alhamouri; Hamzah A. Alsayadi; et al. (ACL (1), 2025)

On the Fairness of Ensemble Learning Methods in Student Dropout Prediction. - Abdelghafour Aboukacem; Loubna Mekouar; El Houcine Bergou; Youssef Iraqi; Ismail Berrada (AIED (5), 2025)

Dialect2SQL: A Novel Text-to-SQL Dataset for Arabic Dialects with a Focus on Moroccan Darija. - Salmane Chafik; Saad Ezzini; Ismail Berrada (COLING Workshops, 2025)

Proceedings of the 4th Workshop on Arabic Corpus Linguistics (WACL-4). - Saad Ezzini; Hamza Alami; Ismail Berrada; Abdessamad Benlahbib; Abdelkader El Mahdaouy; Salima Lamsiyah; Hatim Derrouz; Amal Haddad Haddad; Mustafa Jarrar; Mo El-Haj; Ruslan Mitkov; Paul Rayson (COLING Workshops, 2025)

Unlocking the power of transfer learning with Ad-Dabit-Al-Lughawi: A token classification approach for enhanced Arabic Text Diacritization. - Abderrahman Skiredj; Ismail Berrada (Expert Syst. Appl., 2025)

Flow timeout matters: Investigating the impact of active and idle timeouts on the performance of machine learning models in detecting security threats. - Meryem Janati Idrissi; Hamza Alami; Abdelkader El Mahdaouy; Abdelhak Bouayad; Zakaria Yartaoui; Ismail Berrada (Future Gener. Comput. Syst., 2025)

KoopAGRU: A Koopman-based Anomaly Detection in Time-Series using Gated Recurrent Units. - Issam Yahia; Ismail Berrada (CoRR, 2025)

AI-based identification and support of at-risk students: A case study of the Moroccan education system. - Ismail Elbouknify; Ismail Berrada; Loubna Mekouar; Youssef Iraqi; El Houcine Bergou; Hind Belhabib; Younes Nail; Souhail Wardi (CoRR, 2025)

GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data. - Abderrahman Skiredj; Ferdaous Azhari; Houdaifa Atou; Nouamane Tazi; Ismail Berrada (CoRR, 2025)

Pearl: A Multimodal Culturally-Aware Arabic Instruction Dataset. - Fakhraddin Alwajih; Samar Mohamed Magdy; Abdellah El Mekki; Omer Nacar; Youssef Nafea; Safaa Taher Abdelfadil; Abdulfattah Mohammed Yahya; Hamzah Luqman; Nada AlMarwani; Samah Aloufi; Baraah Qawasmeh; Houdaifa Atou; et al. (CoRR, 2025)