Energy-Aware VNF-FG Placement with Transformer-based Deep Reinforcement Learning
Sahraoui, Rania, Houidi, Omar, Bannour, Fetia
Published in NOMS 2024-2024 IEEE Network Operations and Management Symposium (06.05.2024)
Published in NOMS 2024-2024 IEEE Network Operations and Management Symposium (06.05.2024)
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Conference Proceeding
Multi-Agent Graph Convolutional Reinforcement Learning for Intelligent Load Balancing
Houidi, Omar, Bakri, Sihem, Zeghlache, Djamal
Published in NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium (25.04.2022)
Published in NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium (25.04.2022)
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Conference Proceeding
Dynamic VNF Forwarding Graph Extension Algorithms
Houidi, Omar, Soualah, Oussama, Louati, Wajdi, Zeghlache, Djamal
Published in IEEE eTransactions on network and service management (01.09.2020)
Published in IEEE eTransactions on network and service management (01.09.2020)
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Journal Article
AMAC: Attention-based Multi-Agent Cooperation for Smart Load Balancing
Houidi, Omar, Bakri, Sihem, Zeghlache, Djamal, Lesca, Julien, Quang, Pham Tran Anh, Leguay, Jeremie, Medagliani, Paolo
Published in NOMS 2023-2023 IEEE/IFIP Network Operations and Management Symposium (08.05.2023)
Published in NOMS 2023-2023 IEEE/IFIP Network Operations and Management Symposium (08.05.2023)
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Conference Proceeding
Constrained Deep Reinforcement Learning for Smart Load Balancing
Houidi, Omar, Zeghlache, Djamal, Perrier, Victor, Anh Quang, Pham Tran, Huin, Nicolas, Leguay, Jeremie, Medagliani, Paolo
Published in 2022 IEEE 19th Annual Consumer Communications & Networking Conference (CCNC) (08.01.2022)
Published in 2022 IEEE 19th Annual Consumer Communications & Networking Conference (CCNC) (08.01.2022)
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Conference Proceeding
An Enhanced Reinforcement Learning Approach for Dynamic Placement of Virtual Network Functions
Houidi, Omar, Soualah, Oussama, Louati, Wajdi, Zeghlache, Djamal
Published in 2020 IEEE 31st Annual International Symposium on Personal, Indoor and Mobile Radio Communications (01.08.2020)
Published in 2020 IEEE 31st Annual International Symposium on Personal, Indoor and Mobile Radio Communications (01.08.2020)
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Conference Proceeding
Graph Convolutional Reinforcement Learning for Load Balancing and Smart Queuing
Fawaz, Hassan, Houidi, Omar, Zeghlache, Djamal, Lesca, Julien, Quang, Pham Tran Anh, Leguay, Jeremie, Medagliani, Paolo
Published in 2023 IFIP Networking Conference (IFIP Networking) (12.06.2023)
Published in 2023 IFIP Networking Conference (IFIP Networking) (12.06.2023)
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Conference Proceeding
MAGC-RSA: Multi-Agent Graph Convolutional Reinforcement Learning for Distributed Routing and Spectrum Assignment in Elastic Optical Networks
Quang, Huy Tran, Houidi, Omar, Errea-Moreno, Javier, Verchere, Dominique, Zeghlache, Djamal
Published in 2022 European Conference on Optical Communication (ECOC) (18.09.2022)
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Published in 2022 European Conference on Optical Communication (ECOC) (18.09.2022)
Conference Proceeding
An Efficient Algorithm for Virtual Network Function Scaling
Houidi, Omar, Soualah, Oussama, Louati, Wajdi, Mechtri, Marouen, Zeghlache, Djamal, Kamoun, Farouk
Published in GLOBECOM 2017 - 2017 IEEE Global Communications Conference (01.12.2017)
Published in GLOBECOM 2017 - 2017 IEEE Global Communications Conference (01.12.2017)
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Conference Proceeding
Virtualized Network Services Extension Algorithms
Houidi, Omar, Soualah, Oussama, Louati, Wajdi, Zeghlache, Djamal, Kamoun, Farouk
Published in 2018 IEEE 17th International Symposium on Network Computing and Applications (NCA) (01.11.2018)
Published in 2018 IEEE 17th International Symposium on Network Computing and Applications (NCA) (01.11.2018)
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Conference Proceeding