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ORCIDMehdi Bennis
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- affiliation (PhD): University of Oulu, Centre for Wireless Communications (CWC), Oulu, Finland
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2020 – today
- 2023
[j187]Tilahun Melkamu Getu
, Georges Kaddoum, Mehdi Bennis:
Making Sense of Meaning: A Survey on Metrics for Semantic and Goal-Oriented Communication. IEEE Access 11: 45456-45492 (2023)- [j186]Sejin Seo, Jihong Park, Seung-Woo Ko, Jinho Choi, Mehdi Bennis, Seong-Lyun Kim:
Toward Semantic Communication Protocols: A Probabilistic Logic Perspective. IEEE J. Sel. Areas Commun. 41(8): 2670-2686 (2023) - [j185]Hyowoon Seo, Jihong Park, Mehdi Bennis, Mérouane Debbah:
Semantics-Native Communication via Contextual Reasoning. IEEE Trans. Cogn. Commun. Netw. 9(3): 604-617 (2023) - [j184]Hosein Zarini, Mohammad Robat Mili, Mehdi Rasti, Sergey Andreev, Pedro H. J. Nardelli, Mehdi Bennis:
Intelligent Analog Beam Selection and Beamspace Channel Tracking in THz Massive MIMO With Lens Antenna Array. IEEE Trans. Cogn. Commun. Netw. 9(3): 629-646 (2023) - [j183]Stefano Savazzi, Vittorio Rampa, Sanaz Kianoush, Mehdi Bennis:
An Energy and Carbon Footprint Analysis of Distributed and Federated Learning. IEEE Trans. Green Commun. Netw. 7(1): 248-264 (2023) - [j182]Jin-Hyun Ahn, Mehdi Bennis, Joonhyuk Kang:
Model Compression via Pattern Shared Sparsification in Analog Federated Learning Under Communication Constraints. IEEE Trans. Green Commun. Netw. 7(1): 298-312 (2023) - [j181]Verónica Toro-Betancur, Gopika Premsankar, Chen-Feng Liu, Mariusz Slabicki, Mehdi Bennis, Mario Di Francesco:
Learning How to Configure LoRa Networks With No Regret: A Distributed Approach. IEEE Trans. Ind. Informatics 19(4): 5633-5644 (2023) - [j180]Ju-Hyung Lee, Jihong Park, Mehdi Bennis, Young-Chai Ko:
Integrating LEO Satellites and Multi-UAV Reinforcement Learning for Hybrid FSO/RF Non-Terrestrial Networks. IEEE Trans. Veh. Technol. 72(3): 3647-3662 (2023) - [j179]Ju-Hyung Lee, Hyowoon Seo, Jihong Park, Mehdi Bennis, Young-Chai Ko:
Learning Emergent Random Access Protocol for LEO Satellite Networks. IEEE Trans. Wirel. Commun. 22(1): 257-269 (2023) - [j178]Gilsoo Lee, Walid Saad, Mehdi Bennis, Cheonyong Kim, Minchae Jung:
An Online Framework for Ephemeral Edge Computing in the Internet of Things. IEEE Trans. Wirel. Commun. 22(3): 1992-2007 (2023) - [j177]Zixin Wang, Yong Zhou, Yinan Zou, Qiaochu An, Yuanming Shi, Mehdi Bennis:
A Graph Neural Network Learning Approach to Optimize RIS-Assisted Federated Learning. IEEE Trans. Wirel. Commun. 22(9): 6092-6106 (2023) - [j176]David E. Ruíz-Guirola, Onel L. Alcaraz López, Samuel Montejo Sánchez, Richard Demo Souza, Mehdi Bennis:
Performance Analysis of ML-Based MTC Traffic Pattern Predictors. IEEE Wirel. Commun. Lett. 12(7): 1144-1148 (2023) - [c206]Malith Gallage, Rafaela Scaciota, Sumudu Samarakoon, Mehdi Bennis:
Artifact: Codesign of Edge Intelligence and Automated Guided Vehicle Control. PerCom Workshops 2023: 5-6 - [c205]Malith Gallage, Rafaela Scaciota, Sumudu Samarakoon, Mehdi Bennis:
Codesign of Edge Intelligence and Automated Guided Vehicle Control. PerCom Workshops 2023: 285-287 - [c204]Mounssif Krouka, Anis Elgabli, Chaouki Ben Issaid, Mehdi Bennis:
Communication-Efficient Second-Order Newton-Type Approach for Decentralized Learning. WCNC 2023: 1-7 - [c203]Andrea Zanella, Sergio Zubelzu, Mehdi Bennis, Martina Capuzzo, Paolo Tarolli:
Internet of Things for Hydrology: Potential and Challenges. WONS 2023: 114-121 - [i266]Zhimin Lu, Yong Xiao, Zijian Sun, Yingyu Li, Guangming Shi, Xianfu Chen, Mehdi Bennis, H. Vincent Poor:
Adversarial Learning for Implicit Semantic-Aware Communications. CoRR abs/2301.11589 (2023) - [i265]Tilahun Melkamu Getu, Walid Saad, Georges Kaddoum, Mehdi Bennis:
Performance Limits of a Deep Learning-Enabled Text Semantic Communication under Interference. CoRR abs/2302.14702 (2023) - [i264]Luciano Miuccio, Salvatore Riolo, Mehdi Bennis, Daniela Panno:
On Learning Intrinsic Rewards for Faster Multi-Agent Reinforcement Learning based MAC Protocol Design in 6G Wireless Networks. CoRR abs/2302.14765 (2023) - [i263]Malith Gallage, Rafaela Scaciota, Sumudu Samarakoon, Mehdi Bennis:
Codesign of Edge Intelligence and Automated Guided Vehicle Control. CoRR abs/2305.09788 (2023) - [i262]Nan Li, Mehdi Bennis, Alexandros Iosifidis, Qi Zhang:
Spatiotemporal Attention-based Semantic Compression for Real-time Video Recognition. CoRR abs/2305.12796 (2023) - [i261]Charbel Bou Chaaya, Sumudu Samarakoon, Mehdi Bennis:
Federated Learning Games for Reconfigurable Intelligent Surfaces via Causal Representations. CoRR abs/2306.01306 (2023) - [i260]Hyowoon Seo, Yoonseong Kang, Mehdi Bennis, Wan Choi:
Bayesian Inverse Contextual Reasoning for Heterogeneous Semantics-Native Communication. CoRR abs/2306.06403 (2023) - [i259]Yong Xiao, Yiwei Liao, Yingyu Li, Guangming Shi, H. Vincent Poor, Walid Saad, Mérouane Debbah, Mehdi Bennis:
Reasoning over the Air: A Reasoning-based Implicit Semantic-Aware Communication Framework. CoRR abs/2306.11229 (2023) - [i258]Mohamed K. Abdel-Aziz, Mohammed Saad Elbamby, Sumudu Samarakoon, Mehdi Bennis:
Cooperative Multi-Agent Learning for Navigation via Structured State Abstraction. CoRR abs/2306.11336 (2023) - [i257]Hang Zou, Qiyang Zhao, Lina Bariah, Mehdi Bennis, Mérouane Debbah:
Wireless Multi-Agent Generative AI: From Connected Intelligence to Collective Intelligence. CoRR abs/2307.02757 (2023) - [i256]Tilahun Melkamu Getu, Georges Kaddoum, Mehdi Bennis:
Tutorial-Cum-Survey on Semantic and Goal- Oriented Communication: Research Landscape, Challenges, and Future Directions. CoRR abs/2308.01913 (2023) - [i255]Qiyang Zhao, Hang Zou, Mehdi Bennis, Mérouane Debbah, Ebtesam Almazrouei, Faouzi Bader:
Joint Semantic-Native Communication and Inference via Minimal Simplicial Structures. CoRR abs/2308.16789 (2023) - [i254]Marwa Chafii, Salmane Naoumi, Réda Alami, Ebtesam Almazrouei, Mehdi Bennis, Mérouane Debbah:
Emergent Communication in Multi-Agent Reinforcement Learning for Future Wireless Networks. CoRR abs/2309.06021 (2023) - [i253]Hyelin Nam, Jihong Park, Jinho Choi, Mehdi Bennis, Seong-Lyun Kim:
Language-Oriented Communication with Semantic Coding and Knowledge Distillation for Text-to-Image Generation. CoRR abs/2309.11127 (2023) - [i252]Syed Tamoor-ul-Hassan, Sumudu Samarakoon, Mehdi Bennis, Matti Latva-aho:
Latency-Aware Radio Resource Optimization in Learning-Based Cloud-Aided Small Cell Wireless Networks. CoRR abs/2309.11892 (2023) - 2022
- [j175]Cheng Chen, Takayuki Nishio, Mehdi Bennis, Jihong Park:
RF-Inpainter: Multimodal Image Inpainting Based on Vision and Radio Signals. IEEE Access 10: 110689-110700 (2022) - [j174]Mohammad Mahdi Azari, Sourabh Solanki, Symeon Chatzinotas, Mehdi Bennis:
THz-Empowered UAVs in 6G: Opportunities, Challenges, and Trade-offs. IEEE Commun. Mag. 60(5): 24-30 (2022) - [j173]Christina Chaccour, Mehdi Naderi Soorki, Walid Saad, Mehdi Bennis, Petar Popovski, Mérouane Debbah:
Seven Defining Features of Terahertz (THz) Wireless Systems: A Fellowship of Communication and Sensing. IEEE Commun. Surv. Tutorials 24(2): 967-993 (2022) - [j172]Christina Chaccour, Mehdi Naderi Soorki, Walid Saad, Mehdi Bennis, Petar Popovski:
Can Terahertz Provide High-Rate Reliable Low-Latency Communications for Wireless VR? IEEE Internet Things J. 9(12): 9712-9729 (2022) - [j171]Abanoub M. Girgis, Hyowoon Seo, Jihong Park, Mehdi Bennis, Jinho Choi:
Predictive Closed-Loop Remote Control Over Wireless Two-Way Split Koopman Autoencoder. IEEE Internet Things J. 9(23): 23285-23301 (2022) - [j170]Chao Zhang, Hang Zou, Samson Lasaulce, Walid Saad, Marios Kountouris, Mehdi Bennis:
Goal-Oriented Communications for the IoT and Application to Data Compression. IEEE Internet Things Mag. 5(4): 58-63 (2022) - [j169]Mahdi Fozi, Ahmad R. Sharafat, Mehdi Bennis:
Fast MIMO Beamforming via Deep Reinforcement Learning for High Mobility mmWave Connectivity. IEEE J. Sel. Areas Commun. 40(1): 127-142 (2022) - [j168]Xianfu Chen, Celimuge Wu, Tao Chen, Zhi Liu, Honggang Zhang, Mehdi Bennis, Hang Liu, Yusheng Ji:
Information Freshness-Aware Task Offloading in Air-Ground Integrated Edge Computing Systems. IEEE J. Sel. Areas Commun. 40(1): 243-258 (2022) - [j167]Mingzhe Chen, Deniz Gündüz, Kaibin Huang, Walid Saad, Mehdi Bennis, Aneta Vulgarakis Feljan, H. Vincent Poor:
Guest Editorial Special Issue on Distributed Learning Over Wireless Edge Networks - Part II. IEEE J. Sel. Areas Commun. 40(2): 445-448 (2022) - [j166]George C. Alexandropoulos, Kyriakos Stylianopoulos, Chongwen Huang, Chau Yuen, Mehdi Bennis, Mérouane Debbah:
Pervasive Machine Learning for Smart Radio Environments Enabled by Reconfigurable Intelligent Surfaces. Proc. IEEE 110(9): 1494-1525 (2022) - [j165]Mounssif Krouka, Anis Elgabli, Chaouki Ben Issaid, Mehdi Bennis:
Communication-Efficient and Federated Multi-Agent Reinforcement Learning. IEEE Trans. Cogn. Commun. Netw. 8(1): 311-320 (2022) - [j164]Mohamed K. Abdel-Aziz, Cristina Perfecto, Sumudu Samarakoon, Mehdi Bennis, Walid Saad:
Vehicular Cooperative Perception Through Action Branching and Federated Reinforcement Learning. IEEE Trans. Commun. 70(2): 891-903 (2022) - [j163]Yung-Lin Hsu, Chen-Feng Liu, Hung-Yu Wei, Mehdi Bennis:
Optimized Data Sampling and Energy Consumption in IIoT: A Federated Learning Approach. IEEE Trans. Commun. 70(12): 7915-7931 (2022) - [j162]Beatriz Soret, Lam Duc Nguyen, Jan Seeger, Arne Bröring, Chaouki Ben Issaid, Sumudu Samarakoon, Anis El Gabli, Vivek Kulkarni, Mehdi Bennis, Petar Popovski:
Learning, Computing, and Trustworthiness in Intelligent IoT Environments: Performance-Energy Tradeoffs. IEEE Trans. Green Commun. Netw. 6(1): 629-644 (2022) - [j161]Mounssif Krouka, Anis Elgabli, Chaouki Ben Issaid, Mehdi Bennis:
Communication-Efficient Federated Learning: A Second Order Newton-Type Method With Analog Over-the-Air Aggregation. IEEE Trans. Green Commun. Netw. 6(3): 1862-1874 (2022) - [j160]Chaouki Ben Issaid, Anis Elgabli, Mehdi Bennis:
DR-DSGD: A Distributionally Robust Decentralized Learning Algorithm over Graphs. Trans. Mach. Learn. Res. 2022 (2022) - [j159]In-Soo Kim, Mehdi Bennis, Junil Choi:
Cell-Free mmWave Massive MIMO Systems With Low-Capacity Fronthaul Links and Low-Resolution ADC/DACs. IEEE Trans. Veh. Technol. 71(10): 10512-10526 (2022) - [j158]Qianqian Zhang, Aidin Ferdowsi, Walid Saad, Mehdi Bennis:
Distributed Conditional Generative Adversarial Networks (GANs) for Data-Driven Millimeter Wave Communications in UAV Networks. IEEE Trans. Wirel. Commun. 21(3): 1438-1452 (2022) - [j157]Qianqian Zhang, Walid Saad, Mehdi Bennis:
Millimeter Wave Communications With an Intelligent Reflector: Performance Optimization and Distributional Reinforcement Learning. IEEE Trans. Wirel. Commun. 21(3): 1836-1850 (2022) - [j156]Yanxiang Jiang, Yuting Wu, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
Federated Learning-Based Content Popularity Prediction in Fog Radio Access Networks. IEEE Trans. Wirel. Commun. 21(6): 3836-3849 (2022) - [j155]Chaouki Ben Issaid, Anis Elgabli, Jihong Park, Mehdi Bennis, Mérouane Debbah:
Communication Efficient Decentralized Learning Over Bipartite Graphs. IEEE Trans. Wirel. Commun. 21(6): 4150-4167 (2022) - [j154]Yanxiang Jiang, Bao Wang, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
Joint MDS Codes and Weighted Graph-Based Coded Caching in Fog Radio Access Networks. IEEE Trans. Wirel. Commun. 21(9): 6789-6802 (2022) - [j153]Shengli Liu, Guanding Yu, Xianfu Chen, Mehdi Bennis:
Joint User Association and Resource Allocation for Wireless Hierarchical Federated Learning With IID and Non-IID Data. IEEE Trans. Wirel. Commun. 21(10): 7852-7866 (2022) - [j152]Tengchan Zeng, Omid Semiari, Mingzhe Chen, Walid Saad, Mehdi Bennis:
Federated Learning on the Road Autonomous Controller Design for Connected and Autonomous Vehicles. IEEE Trans. Wirel. Commun. 21(12): 10407-10423 (2022) - [j151]Xiaokang Zhou, Yansha Deng, Huiyun Xia, Shaochuan Wu, Mehdi Bennis:
Time-Triggered Federated Learning Over Wireless Networks. IEEE Trans. Wirel. Commun. 21(12): 11066-11079 (2022) - [j150]Hamid Shiri, Hyowoon Seo, Jihong Park, Mehdi Bennis:
Attention-Based Communication and Control for Multi-UAV Path Planning. IEEE Wirel. Commun. Lett. 11(7): 1409-1413 (2022) - [c202]Arne Bröring, Vivek Kulkarni, Andreas Zirkler, Philippe Buschmann, Konstantinos Fysarakis, Simon Mayer, Beatriz Soret, Lam Duc Nguyen, Petar Popovski, Sumudu Samarakoon, Mehdi Bennis, Jérôme Härri, Martijn N. Rooker, Gerald Fritz, Anca Bucur, George Spanoudakis, Sotiris Ioannidis:
IntellIoT: Intelligent IoT Environments. GIOTS 2022: 55-68 - [c201]Qiyang Zhao, Mehdi Bennis, Mérouane Debbah, Daniel Benevides da Costa:
Semantic-Native Communication: A Simplicial Complex Perspective. GLOBECOM (Workshops) 2022: 1513-1518 - [c200]Qi Chang, Baotian Fan, Yanxiang Jiang, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
Security-aware Cooperative Caching via Deep Reinforcement Learning in Fog Radio Access Networks. GLOBECOM (Workshops) 2022: 1742-1747 - [c199]Luciano Miuccio, Salvatore Riolo, Sumudu Samarakoon, Daniela Panno, Mehdi Bennis:
Learning Generalized Wireless MAC Communication Protocols via Abstraction. GLOBECOM 2022: 2322-2327 - [c198]Zhiheng Wang, Yanxiang Jiang, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
Content Popularity Prediction in Fog-RANs: A Clustered Federated Learning Based Approach. ICC 2022: 68-73 - [c197]Shengli Liu, Guanding Yu, Xianfu Chen, Mehdi Bennis:
Joint User Association and Resource Allocation for Wireless Hierarchical Federated Learning with Non-IID Data. ICC 2022: 74-79 - [c196]Lingling Zhang, Yanxiang Jiang, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
Computation Offloading and Resource Allocation in F-RANs: A Federated Deep Reinforcement Learning Approach. ICC Workshops 2022: 97-102 - [c195]Jingming Liang, Yong Xiao, Yingyu Li, Guangming Shi, Mehdi Bennis:
Life-long Learning for Reasoning-based Semantic Communication. ICC Workshops 2022: 271-276 - [c194]Yingqi Chen, Yanxiang Jiang, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
Coded Caching via Federated Deep Reinforcement Learning in Fog Radio Access Networks. ICC Workshops 2022: 403-408 - [c193]Kyriakos Stylianopoulos, George C. Alexandropoulos, Chongwen Huang, Chau Yuen, Mehdi Bennis, Mérouane Debbah:
Deep Contextual Bandits for Orchestrating Multi-User MISO Systems with Multiple RISs. ICC 2022: 1556-1561 - [c192]Baotian Fan, Yanxiang Jiang, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
Social-aware Cooperative Caching in Fog Radio Access Networks. ICC 2022: 1672-1677 - [c191]Xiaokang Zhou, Yansha Deng, Huiyun Xia, Shaochuan Wu, Mehdi Bennis:
Resource Allocation for Time-triggered Federated Learning over Wireless Networks. ICC 2022: 2810-2815 - [c190]Qi Chang, Yanxiang Jiang, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
Cooperative Edge Caching via Multi Agent Reinforcement Learning in Fog Radio Access Networks. ICC 2022: 3641-3646 - [c189]Christina Chaccour, Walid Saad, Omid Semiari, Mehdi Bennis, Petar Popovski:
Joint Sensing and Communication for Situational Awareness in Wireless THz Systems. ICC 2022: 3772-3777 - [c188]Qianli Tan, Yanxiang Jiang, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
MDS Codes Based Group Coded Caching in Fog Radio Access Networks. ICC 2022: 5700-5705 - [c187]Anis Elgabli, Chaouki Ben Issaid, Amrit Singh Bedi, Ketan Rajawat, Mehdi Bennis, Vaneet Aggarwal:
FedNew: A Communication-Efficient and Privacy-Preserving Newton-Type Method for Federated Learning. ICML 2022: 5861-5877 - [c186]Hankyul Baek, Won Joon Yun, Yunseok Kwak, Soyi Jung, Mingyue Ji, Mehdi Bennis, Jihong Park, Joongheon Kim:
Joint Superposition Coding and Training for Federated Learning over Multi-Width Neural Networks. INFOCOM 2022: 1729-1738 - [c185]Livia Elena Chatzieleftheriou, Chen-Feng Liu, Iordanis Koutsopoulos, Mehdi Bennis, Mérouane Debbah:
Online Learning for Industrial IoT: The Online Convex Optimization Perspective. MeditCom 2022: 7-12 - [c184]Ahmet M. Elbir, Burak Soner, Sinem Coleri, Deniz Gündüz, Mehdi Bennis:
Federated Learning in Vehicular Networks. MeditCom 2022: 72-77 - [c183]Stefano Savazzi, Vittorio Rampa, Sanaz Kianoush, Mehdi Bennis:
On the Energy and Communication Efficiency Tradeoffs in Federated and Multi-Task Learning. PIMRC 2022: 1431-1437 - [c182]Ju-Hyung Lee, Hyowoon Seo, Jihong Park, Mehdi Bennis, Young-Chai Ko, Joongheon Kim:
Random Access Protocol Learning in LEO Satellite Networks via Reinforcement Learning. VTC Spring 2022: 1-5 - [c181]Arian Ahmadi, Omid Semiari, Mehdi Bennis, Mérouane Debbah:
Variational Autoencoders for Reliability Optimization in Multi-Access Edge Computing Networks. WCNC 2022: 752-757 - [c180]Hosein Zarini, Mohammad Robat Mili, Mehdi Rasti, Pedro H. J. Nardelli, Mehdi Bennis:
Xavier-Enabled Extreme Reservoir Machine for Millimeter-Wave Beamspace Channel Tracking. WCNC 2022: 1683-1688 - [c179]Chaouki Ben Issaid, Anis Elgabli, Mehdi Bennis:
Local Stochastic ADMM for Communication-Efficient Distributed Learning. WCNC 2022: 1880-1885 - [c178]Seungeun Oh, Jihong Park, Praneeth Vepakomma, Sihun Baek, Ramesh Raskar, Mehdi Bennis, Seong-Lyun Kim:
LocFedMix-SL: Localize, Federate, and Mix for Improved Scalability, Convergence, and Latency in Split Learning. WWW 2022: 3347-3357 - [i251]Tengchan Zeng, Omid Semiari, Walid Saad, Mehdi Bennis:
Wireless-Enabled Asynchronous Federated Fourier Neural Network for Turbulence Prediction in Urban Air Mobility (UAM). CoRR abs/2201.00626 (2022) - [i250]Mohammad Mahdi Azari, Sourabh Solanki, Symeon Chatzinotas, Mehdi Bennis:
THz-Empowered UAVs in 6G: Opportunities, Challenges, and Trade-Offs. CoRR abs/2201.07886 (2022) - [i249]Arian Ahmadi, Omid Semiari, Mehdi Bennis, Mérouane Debbah:
Variational Autoencoders for Reliability Optimization in Multi-Access Edge Computing Networks. CoRR abs/2201.10032 (2022) - [i248]Jingming Liang, Yong Xiao, Yingyu Li, Guangming Shi, Mehdi Bennis:
Life-long Learning for Reasoning-based Semantic Communication. CoRR abs/2202.01952 (2022) - [i247]Kyriakos Stylianopoulos, George C. Alexandropoulos, Chongwen Huang, Chau Yuen, Mehdi Bennis, Mérouane Debbah:
Deep Contextual Bandits for Orchestrating Multi-User MISO Systems with Multiple RISs. CoRR abs/2202.08194 (2022) - [i246]Won Joon Yun, Yunseok Kwak, Hankyul Baek, Soyi Jung, Mingyue Ji, Mehdi Bennis, Jihong Park, Joongheon Kim:
SlimFL: Federated Learning with Superposition Coding over Slimmable Neural Networks. CoRR abs/2203.14094 (2022) - [i245]Xiaokang Zhou, Yansha Deng, Huiyun Xia, Shaochuan Wu, Mehdi Bennis:
Time-triggered Federated Learning over Wireless Networks. CoRR abs/2204.12426 (2022) - [i244]Henna Kokkonen, Lauri Lovén, Naser Hossein Motlagh, Juha Partala, Alfonso González-Gil, Ester Sola, Iñigo Angulo, Madhusanka Liyanage, Teemu Leppänen, Tri Nguyen, Panos Kostakos, Mehdi Bennis, Sasu Tarkoma, Schahram Dustdar, Susanna Pirttikangas, Jukka Riekki:
Autonomy and Intelligence in the Computing Continuum: Challenges, Enablers, and Future Directions for Orchestration. CoRR abs/2205.01423 (2022) - [i243]George C. Alexandropoulos, Kyriakos Stylianopoulos, Chongwen Huang, Chau Yuen, Mehdi Bennis, Mérouane Debbah:
Pervasive Machine Learning for Smart Radio Environments Enabled by Reconfigurable Intelligent Surfaces. CoRR abs/2205.03793 (2022) - [i242]In-Soo Kim, Mehdi Bennis, Junil Choi:
Cell-Free MmWave Massive MIMO Systems with Low-Capacity Fronthaul Links and Low-Resolution ADC/DACs. CoRR abs/2205.07598 (2022) - [i241]Lingling Zhang, Yanxiang Jiang, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
Computation Offloading and Resource Allocation in F-RANs: A Federated Deep Reinforcement Learning Approach. CoRR abs/2206.05881 (2022) - [i240]Zhiheng Wang, Yanxiang Jiang, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
Content Popularity Prediction in Fog-RANs: A Clustered Federated Learning Based Approach. CoRR abs/2206.05894 (2022) - [i239]Luciano Miuccio, Salvatore Riolo, Sumudu Samarakoon, Daniela Panno, Mehdi Bennis:
Learning Generalized Wireless MAC Communication Protocols via Abstraction. CoRR abs/2206.06331 (2022) - [i238]In-Soo Kim, Mehdi Bennis, Jaeky Oh, Jaehoon Chung, Junil Choi:
Bayesian Channel Estimation for Intelligent Reflecting Surface-Aided mmWave Massive MIMO Systems With Semi-Passive Elements. CoRR abs/2206.06605 (2022) - [i237]Anis Elgabli, Chaouki Ben Issaid, Amrit S. Bedi, Ketan Rajawat, Mehdi Bennis, Vaneet Aggarwal:
FedNew: A Communication-Efficient and Privacy-Preserving Newton-Type Method for Federated Learning. CoRR abs/2206.08829 (2022) - [i236]Yingqi Chen, Yanxiang Jiang, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
Coded Caching via Federated Deep Reinforcement Learning in Fog Radio Access Networks. CoRR abs/2206.09406 (2022) - [i235]Qi Chang, Yanxiang Jiang, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
Cooperative Edge Caching via Multi Agent Reinforcement Learning in Fog Radio Access Networks. CoRR abs/2206.09549 (2022) - [i234]Qianli Tan, Yanxiang Jiang, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
MDS Codes Based Group Coded Caching in Fog Radio Access Networks. CoRR abs/2206.09623 (2022) - [i233]Stefano Savazzi, Vittorio Rampa, Sanaz Kianoush, Mehdi Bennis:
An Energy and Carbon Footprint Analysis of Distributed and Federated Learning. CoRR abs/2206.10380 (2022) - [i232]Baotian Fan, Yanxiang Jiang, Fu-Chun Zheng, Mehdi Bennis, Xiaohu You:
Social-aware Cooperative Caching in Fog Radio Access Networks. CoRR abs/2206.13741 (2022) - [i231]Sihun Baek, Jihong Park, Praneeth Vepakomma, Ramesh Raskar, Mehdi Bennis, Seong-Lyun Kim:
Visual Transformer Meets CutMix for Improved Accuracy, Communication Efficiency, and Data Privacy in Split Learning. CoRR abs/2207.00234 (2022) - [i230]Sejin Seo, Jihong Park, Seung-Woo Ko, Jinho Choi, Mehdi Bennis, Seong-Lyun Kim:
Towards Semantic Communication Protocols: A Probabilistic Logic Perspective. CoRR abs/2207.03920 (2022) - [i229]Won Joon Yun, Jae Pyoung Kim, Soyi Jung, Jihong Park, Mehdi Bennis, Joongheon Kim:
Slimmable Quantum Federated Learning. CoRR abs/2207.10221 (2022) - [i228]Chaouki Ben Issaid, Anis Elgabli, Mehdi Bennis:
DR-DSGD: A Distributionally Robust Decentralized Learning Algorithm over Graphs. CoRR abs/2208.13810 (2022) - [i227]Abanoub M. Girgis, Hyowoon Seo, Jihong Park, Mehdi Bennis, Jinho Choi:
Predictive Closed-Loop Remote Control over Wireless Two-Way Split Koopman Autoencoder. CoRR abs/2209.06915 (2022) - [i226]Xianfu Chen, Zhifeng Zhao, Shiwen Mao, Celimuge Wu, Honggang Zhang, Mehdi Bennis:
Age of Semantics in Cooperative Communications: To Expedite Simulation Towards Real via Offline Reinforcement Learning. CoRR abs/2209.08947 (2022) - [i225]