Moreira, R., Rodrigues Moreira, L. F., Leone Maciel Peixoto, M. & Oliveira Silva, F. D. AGORA: Agentic Green Orchestration Architecture for Beyond 5G Networks. IEEE Access 14, 43519-43532. [DOI]

Martins, E. T., Moreira, R., Moreira, L. F. R., Villaça, R. S., Neto, A. & Silva, F. D. O. Asynchronous Probability Ensembling for Federated Disaster Detection. arXiv preprint. [Link]

Pedroso Pereira, D., Moreira, R. & Rodrigues Moreira, L. F. Forecasting Bitcoin Price With Neural and Statistical Models Across Different Time Granularities. IEEE Access 13, 180391-180401. [DOI]

Rodrigues Moreira, L. F., Moreira, R. & Rodrigues, L. G. F. Multi-view deep fusion for forensic dental age estimation in tomographic imaging. International Journal of Legal Medicine 140, 2225-2235. [DOI]

Chaves, A. O., Moreira, R., Moreira, L. F. R., Correia, J., Santos, D., Silva, R., Barros, T., Corujo, D., Rocha, M. & Silva, F. D. O. NeuroScaler: Towards Energy-Optimal Autoscaling for Container-Based Services. arXiv preprint. [Link]

Moreira, R., Rodrigues Moreira, L. F., Carvalho, T. C. & Silva, F. D. O. An Intelligent eUPF for Time-Sensitive Path Selection in B5G Edge Networks. Computational Science and Its Applications – ICCSA 2026 432–446.

Faval, R. A., Moreira, R. & de Oliveira Silva, F. Empowering Mobile Networks Security Resilience by using Post-Quantum Cryptography. 2026 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit) 1046-1053. [DOI]

Rodrigues Moreira, L. F., Moreira, R. & Ferreira Rodrigues, L. G. Energy-Aware Ensemble Learning for Coffee Leaf Disease Classification. 2026 IEEE 23rd Consumer Communications & Networking Conference (CCNC) 1-6. [DOI]

Lima, Y., Moreira, R., Moreira, L., Carvalho, T. C. & Silva, F. Evaluating Temporal and Structural Anomaly Detection Paradigms for DDoS Traffic. Anais do XVII Workshop de Pesquisa Experimental da Internet do Futuro 9–16. [DOI]

Moreira, R., Rodrigues Moreira, L. F., Carvalho, T. C. & de Oliveira Silva, F. Noisy Neighbor Influence in the Data Plane of Beyond 5G Networks. 2026 IEEE 23rd Consumer Communications & Networking Conference (CCNC) 1-6. [DOI]

Moreira, L., Rodrigues, L. G., Moreira, R. & Backes, A. R. PRISM: Perinuclear Ring-based Image Segmentation Method for Acute Lymphoblastic Leukemia Classification. Anais do XXVI Simpósio Brasileiro de Computação Aplicada à Saúde 169–180. [DOI]

Borges, R., Moreira, R., Melo, P. H., Moreira, L. & Silva, F. TRACE: Traceroute-based Internet Route change Analysis with Ensemble Learning. Anais do XLIV Simpósio Brasileiro de Redes de Computadores e Sistemas Distribuídos 1331–1344. [DOI]

Moreira, R., Pasquini, R., Martins, J. S., Carvalho, T. C. & Silva, F. D. O. AI-driven orchestration at scale: Estimating service metrics on national-wide testbeds. Future Generation Computer Systems 174, 107971. [DOI]

Moreira, R., Villaça, R. S., Ribeiro, M. R., Martins, J. S., Corrêa, J. H., Carvalho, T. C. & Silva, F. D. O. An intelligent native network slicing security architecture empowered by federated learning. Future Generation Computer Systems 163, 107537. [DOI]

Rodrigues Moreira, L. F., Moreira, R., Travençolo, B. A. N. & Backes, A. R. Deep learning based image classification for embedded devices: A systematic review. Neurocomputing 623, 129402. [DOI]

Ferreira Rodrigues, L. G., V. Gomes Barbosa, G., Moreira, R., Ferreira Rodrigues Moreira, L. & Backes, A. R. Medical Image Classification with Privacy: Centralized and Federated Learning Comparison. Revista de Informática Teórica e Aplicada 32, 180–187. [DOI]

Souto de Lima, J. V., Marinho e Silva, R., Moreira, R. & Rodrigues Moreira, L. Preprocessing and Optimizer impact on Image-Based Autoimmune Disease Diagnosis. Revista de Informática Teórica e Aplicada 32, 33–39. [DOI]

Moreira, R., Carvalho, T. C. M., Silva, F. D. O., Agoulmine, N. & Martins, J. S. B. Towards Sustainability in 6G Network Slicing with Energy-Saving and Optimization Methods. [DOI]

Moreira, R., Rodrigues Moreira, L. F. & Silva, F. D. O. Unleashing AI-Empowered Slices on Mobile Networks for Natively Cognitive Service Delivery. IEEE Access 13, 147757-147771. [DOI]

Oliveira, D. R., Moreira, R. & Silva, F. ARCADE: A RAN Diagnosis Methodology in a Hybrid AI Environment for 6G Networks. Anais do V Workshop de Redes 6G 41–48. [DOI]

dos Reis, M. V. D., Moreira, R., Rodrigues Moreira, L. F. & de Oliveira Silva, F. Estimating Application Performance in Container-Based Environments: A Cross-Domain Monitoring Approach. Advanced Information Networking and Applications 89–100.

da Silva, B. M., Rodrigues Moreira, L. F., Moreira, R. & de Oliveira Silva, F. Leveraging Infrastructure Monitoring for User Experience Forecasting in Container-Based 5G Core. 2025 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit) 31-36. [DOI]

Silva, B., Moreira, L. R., Silva, F. D. O. & Moreira, R. Optimizing Edge Gaming Slices through an Enhanced User Plane Function and Analytics in Beyond-5G Networks. Anais do XVI Workshop de Pesquisa Experimental da Internet do Futuro 1–8. [DOI]

Moreira, R., Moreira, L. R. & Silva, F. D. O. Performance Evaluation and Threat Mitigation in Large-scale 5G Core Deployment. Anais do XVI Workshop de Pesquisa Experimental da Internet do Futuro 9–16. [DOI]

Gonçalves, S. C. L., Moreira, R., Backes, A. R., Rodrigues Moreira, L. F. & Martinhago, A. Z. Programming in Brazilian Higher Education and High School: A Systematic Literature Review. Proceedings of the 19th Latin American Conference on Learning Technologies (LACLO 2024) 287–303.

Moreira, R., Moreira, L. R. & Silva, F. D. O. Unleashing AI-Empowered Slices on Mobile Networks for Effortless Cognitive Service Delivery. 2025 European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit).

Moreira, R., Rodrigues Moreira, L. F. & de Oliveira Silva, F. Brazilian Selic Rate Forecasting with Deep Neural Networks. Computational Economics. [DOI]

Alberti, A. M., Pivoto, D. G., Rezende, T. T., Leal, A. V., Both, C. B., Facina, M. S., Moreira, R. & Silva, F. D. O. Disruptive 6G architecture: Software-centric, AI-driven, and digital market-based mobile networks. Computer Networks 252, 110682. [DOI]

Moreira, R., Silva, F. D. O., Carvalho, T. C. M. D. B. & Martins, J. S. Intelligent Data-Driven Architectural Features Orchestration for Network Slicing. arXiv preprint.

Donatti, A., Corrêa, S. L., Martins, J. S. B., Abelem, A. J. G., Both, C. B., de Oliveira Silva, F., Suruagy, J. A., Pasquini, R., Moreira, R., Cardoso, K. V. & Carvalho, T. C. Survey on Machine Learning-Enabled Network Slicing: Covering the Entire Life Cycle. IEEE Transactions on Network and Service Management 21, 994-1011. [DOI]

Moreira, R. & Silva, F. D. O. Towards 6g network slicing. arXiv preprint.

Oliveira, J. M., Almeida, J. D. R. D., Silva, E. B., Moreira, L. F. R., Moreira, R., Silva, F. D. O., Macedo, D. F. & Nogueira, J. Anomaly Detection Employing a 5G Core Data Analytics Framework. 2024 IEEE 13th International Conference on Cloud Networking (CloudNet). [DOI]

Moreira, L. F. R., Saar, L., Moreira, R., Rodrigues, L., Travençolo, B. & Backes, A. R. Enabling Intelligence on edge through an Artificial Intelligence as a Service Architecture. 2024 IEEE 13th International Conference on Cloud Networking (CloudNet). [DOI]

de Souza Neto, N. V., Gonçalves, M. A., Oliveira, D. R. C., Molinos, D. N., Moreira, R. & de Oliveira Silva, F. Evolved NWDAF Towards a Fully Distributed Artificial Intelligence in the 6G Network Architecture. Workshop de Redes 6G (W6G) 15–25.

da Cunha, I. T., Rosa, E. C., Moreira, R. & de Oliveira Silva, F. Highly Reliable Communication Using Multipath Slices with Alternating Transmission. Advanced Information Networking and Applications 471–482.

Moreira, L. F. R., Moreira, R., Martins, E. T., Jansen, V. F., Lima, Y. S., Rodrigues, L., Travençolo, B. & Backes, A. R. Maximizing the Power of Cognitive Services with an AI-as-a-Service Architecture for Seamless Delivery. 2024 IEEE 13th International Conference on Cloud Networking (CloudNet). [DOI]

Monteiro, D., Saar, L., Rodrigues Moreira, L. F. & Moreira, R. On Enhancing Network Throughput using Reinforcement Learning in Sliced Testbeds. Anais do XV Workshop de Pesquisa Experimental da Internet do Futuro 1–7. [DOI]

Barbosa, G., Rodrigues Moreira, L. F., Sousa, P. M. D., Moreira, R. & Backes, A. Optimization and Learning Rate Influence on Breast Cancer Image Classification. Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 3: VISAPP 792-799. [DOI]

Moreira, R., Rodrigues Moreira, L. F., Carvalho, T. & Silva, F. Resource Allocation Influence on Application Performance in Sliced Testbeds. Anais do XV Workshop de Pesquisa Experimental da Internet do Futuro 8–14. [DOI]

Rodrigues Moreira, L. F., Moreira, R., de Oliveira Silva, F. & Backes, A. R. Towards Cognitive Service Delivery on B5G through AIaaS Architecture. Anais do IV Workshop de Redes 6G 1–8. [DOI]

Pivoto, D. G. S., Rezende, T. T., Facina, M. S. P., Moreira, R., de Oliveira Silva, F., Cardoso, K. V., Correa, S. L., Araujo, A. V. D., Silva, R. S. E., Neto, H. S., de Lima Tejerina, G. R. & Alberti, A. M. A Detailed Relevance Analysis of Enabling Technologies for 6G Architectures. IEEE Access 11, 89644-89684. [DOI]

Brilhante, D. D. S., Manjarres, J. C., Moreira, R., de Oliveira Veiga, L., de Rezende, J. F., Müller, F., Klautau, A., Leonel Mendes, L. & P. de Figueiredo, F. A. A Literature Survey on AI-Aided Beamforming and Beam Management for 5G and 6G Systems. Sensors 23. [DOI]

Rodrigues Moreira, L. F., Moreira, R., Travençolo, B. A. N. & Backes, A. R. An Artificial Intelligence-as-a-Service Architecture for deep learning model embodiment on low-cost devices: A case study of COVID-19 diagnosis. Applied Soft Computing 134, 110014. [DOI]

Moreira, R., Rodrigues Moreira, L. F. & de Oliveira Silva, F. An intelligent network monitoring approach for online classification of Darknet traffic. Computers and Electrical Engineering 110, 108852.

Martins, J. S. B., Carvalho, T. C., Moreira, R., Both, C. B., Donatti, A., Corrêa, J. H., Suruagy, J. A., Corrêa, S. L., Abelem, A. J. G., Ribeiro, M. R. N., Nogueira, J. M. S., Magalhães, L. C. S., Wickboldt, J., Ferreto, T. C., Mello, R., Pasquini, R., Schwarz, M., Sampaio, L. N., Macedo, D. F., De Rezende, J. F., Cardoso, K. V. & De Oliveira Silva, F. Enhancing Network Slicing Architectures With Machine Learning, Security, Sustainability and Experimental Networks Integration. IEEE Access 11, 69144-69163. [DOI]

Vinhal, L., Moreira, R. & Silva, F. D. O. A Comparative Analysis of Machine Learning Techniques for Enhanced Resource Management in Multi-Access Edge Computing. 2023 IEEE 9th World Forum on Internet of Things (WF-IoT) 1–8.

Moreira, R., Carvalho, T. C. & de Oliveira Silva, F. Designing and Evaluating a high-reliable and security-aware Identity and Access Management for Slicing Architectures. Anais do XIV Workshop de Pesquisa Experimental da Internet do Futuro 1–6.

Cardoso, V., Rodrigues Moreira, L. F., Moreira, R. & Mari, J. F. Improving Sickle Cell Disease Classification: A Fusion of Conventional Classifiers, Segmented Images, and Convolutional Neural Networks. Anais do XX Encontro Nacional de Inteligência Artificial e Computacional.

Moreira, R., Martins, J. S. B., Carvalho, T. C. M. B. & Silva, F. D. O. On Enhancing Network Slicing Life-Cycle Through an AI-Native Orchestration Architecture. Advanced Information Networking and Applications 124–136.

Moreira, R., Rodrigues Moreira, L. F., Munhoz, P. L. A., Lopes, E. A. & Ruas, R. A. A. AgroLens: A low-cost and green-friendly Smart Farm Architecture to support real-time leaf disease diagnostics. Internet of Things 19, 100570. [DOI]

Oliveira, D. R. C., Moreira, R., Rosa, P. F. & de Oliveira Silva, F. 6G Architecture Design: Evolution or Disruption?. Workshop de Redes 6G (W6G) 25–30.

Antico, T., Rodrigues Moreira, L. F. & Moreira, R. Evaluating the Potential of Federated Learning for Maize Leaf Disease Prediction. Anais do XIX Encontro Nacional de Inteligência Artificial e Computacional 282–293. [DOI]

Moreira, R., de Oliveira Silva, F. & Aguiar, R. L. A. Uma Abordagem de Fatiamento de Rede entre Múltiplos Sistemas Autônomos. Simpósio Brasileiro de Redes de Computadores e Sistemas Distribuídos (SBRC) 129–136.

Moreira, R., da Cunha, H. G. V. O., Rodrigues Moreira, L. F. & Silva, F. D. O. VINEVI: A Virtualized Network Vision Architecture for Smart Monitoring of Heterogeneous Applications and Infrastructures. Advanced Information Networking and Applications 529–541.

Moreira, R., Rosa, P. F., Aguiar, R. L. A. & Silva, F. D. O. NASOR: A network slicing approach for multiple Autonomous Systems. Computer Communications 179, 131-144. [DOI]

da Cunha, H. G. V. O., Moreira, R. & de Oliveira Silva, F. A Comparative Study Between Containerization and Full-Virtualization of Virtualized Everything Functions in Edge Computing. Advanced Information Networking and Applications 771–782.

Silva, N., Moreira, R., Rodrigues Moreira, L. F. & Silva, R. M. E. A Low-cost IoT Architecture to support Urban Mobility for Visually Impaired People. Anais do XII Workshop de Pesquisa Experimental da Internet do Futuro 1–6. [DOI]

Moreira, R., Rosa, P. F., Aguiar, R. L. A. & de Oliveira Silva, F. Deploying Scalable and Stable XDP-Based Network Slices Through NASOR Framework for Low-Latency Applications. Advanced Information Networking and Applications 715–726.

Moreira, R., Rodrigues Moreira, L. F., Rosa, P. F., Aguiar, R. L. & Silva, F. D. O. Enhancing dynamism in management and network slice establishment through deep learning. 2021 International Conference on Information Networking (ICOIN) 321-326. [DOI]

da Cunha, H. G. V. O., Moreira, R. & de Oliveira Silva, F. Uma Arquitetura para Gerenciamento e Pesquisa Experimental de Funçoes Virtualizadas para Computaçao em Borda. Anais do XII Workshop de Pesquisa Experimental da Internet do Futuro 43–48.

Moreira, R., Silva, F. D. O., Rosa, P. F. & Aguiar, R. L. A smart network and compute-aware Orchestrator to enhance QoS on cloud-based multimedia services. International Journal of Grid and Utility Computing 11, 49–61.

Moreira, R., Rosa, P. F., Aguiar, R. L. A. & de Oliveira Silva, F. Enabling Multi-domain and End-to-End Slice Orchestration for Virtualization Everything Functions (VxFs). Advanced Information Networking and Applications 830–844.

Richards, V. M., Moreira, R. & de Oliveira Silva, F. Enabling the Management and Orchestration of Virtual Networking Functions on the Edge. CLOSER 338–346.

Reis, R., Rodrigues Moreira, L. F., Reis, C. & Moreira, R. Fronteira entre o uso da Eletrônica baseada em Hardware Livre e Robótica no Contexto Educacional. Anais do XXXI Simpósio Brasileiro de Informática na Educação 1833–1842. [DOI]

Moreira, R., Rodrigues Moreira, L. F., Rosa, P. & Silva, F. Improving the network traffic classification using the Packet Vision approach. Anais do XVI Workshop de Visão Computacional 146–151. [DOI]

Moreira, R., Rodrigues Moreira, L. F., Rosa, P. F., Aguiar, R. L. & Silva, F. D. O. Packet Vision: a convolutional neural network approach for network traffic classification. 2020 33rd SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI) 256-263. [DOI]

Silva, A. P., Tranoris, C., Denazis, S., Sargento, S., Pereira, J., Luís, M., Moreira, R., Silva, F., Vidal, I., Nogales, B., Nejabati, R. & Simeonidou, D. 5GinFIRE: An end-to-end open5G vertical network function ecosystem. Ad Hoc Networks 93, 101895. [DOI]

Moreira, R., Silva, F., Frosi, P. & Aguiar, R. A flexible network and compute-aware orchestrator to enhance QoS in NFV-based multimedia services. 2018 IEEE 32nd International Conference on Advanced Information Networking and Applications (AINA) 512–519.

Oliveira, C. T., Moreira, R., de Oliveira Silva, F., Miani, R. S. & Rosa, P. F. Improving security on iot applications based on the fiware platform. 2018 IEEE 32nd International Conference on Advanced Information Networking and Applications (AINA) 686–693.