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Artigos Publicados em Conferências Internacionais

2025

  1. Exploring Communication Efficient Methods for Homomorphic Encryption Federated Learning. FARIA, YURI DIMITRE DE, VILLAS, LEANDRO A., Allan Mariano de Souza. 2025 IEEE Symposium on Computers and Communications (ISCC). IEEE. 2025. DOI

    BibTeX 
    @inproceedings{faria2025exploring,
  title={Exploring Communication Efficient Methods for Homomorphic Encryption Federated Learning},
  author={Faria, Yuri Dimitre De and Villas, Leandro A. and de Souza, Allan Mariano},
  booktitle={2025 IEEE Symposium on Computers and Communications (ISCC)},
  year={2025},
  publisher={IEEE},
  doi={10.1109/ISCC65549.2025.11326105}
}

  2. RFG Framework: Retrieval-Feedback-Grounded Multi-Query Expansion. VEGA CENTENO OLIVERA, RONALDINHO, Allan Mariano de Souza, DOS REIS, JULIO. 17th International Conference on Knowledge Discovery and Information Retrieval. SCITEPRESS. 2025. DOI

    BibTeX 
    @inproceedings{vegacenteno2025rfg,
  title={RFG Framework: Retrieval-Feedback-Grounded Multi-Query Expansion},
  author={Vega Centeno Olivera, Ronaldinho and de Souza, Allan Mariano and dos Reis, Julio},
  booktitle={17th International Conference on Knowledge Discovery and Information Retrieval},
  year={2025},
  publisher={SCITEPRESS - Science and Technology Publications},
  doi={10.5220/0013836900004000}
}

  3. Fedecoselect: A Communication-Efficient Client Selection Strategy Via Predictive Similarity Estimation in Federated Learning. MOHAMED, AISSA HADJ, GUIDONI, DANIEL L., GONZALEZ, LUIS F. G., VILLAS, LEANDRO A., Allan Mariano de Souza. 2025 3rd International Conference on Federated Learning Technologies and Applications (FLTA). IEEE. 2025. DOI

    BibTeX 
    @inproceedings{mohamed2025fedecoselect,
  title={Fedecoselect: A Communication-Efficient Client Selection Strategy Via Predictive Similarity Estimation in Federated Learning},
  author={Mohamed, Aissa Hadj and Guidoni, Daniel L. and Gonzalez, Luis F. G. and Villas, Leandro A. and de Souza, Allan Mariano},
  booktitle={2025 3rd International Conference on Federated Learning Technologies and Applications (FLTA)},
  year={2025},
  publisher={IEEE},
  doi={10.1109/FLTA67013.2025.11336271}
}

  4. Leveraging Federated Learning for Multilingual and Private Language Models via Model Clustering. TALASSO, GABRIEL U., Allan Mariano de Souza, GONZALEZ, LUIS F. G., CERQUEIRA, EDUARDO, LOUREIRO, ANTONIO A. F., VILLAS, LEANDRO A. 2025 3rd International Conference on Federated Learning Technologies and Applications (FLTA). IEEE. 2025. DOI

    BibTeX 
    @inproceedings{talasso2025leveraging,
  title={Leveraging Federated Learning for Multilingual and Private Language Models via Model Clustering},
  author={Talasso, Gabriel U. and de Souza, Allan Mariano and Gonzalez, Luis F. G. and Cerqueira, Eduardo and Loureiro, Antonio A. F. and Villas, Leandro A.},
  booktitle={2025 3rd International Conference on Federated Learning Technologies and Applications (FLTA)},
  year={2025},
  publisher={IEEE},
  doi={10.1109/FLTA67013.2025.11336764}
}

  5. Tackling the Effect of Local Model Updates Heterogeneity on Adaptive Fit Fraction. SOUZA, FELIPE, ALVES, PEDRO, RODRIGUES, MILIENE, MACIEL, FILIPE, Allan Mariano de Souza, VILLAS, LEANDRO A., BITTENCOURT, LUIZ F. 2025 3rd International Conference on Federated Learning Technologies and Applications (FLTA). IEEE. 2025. DOI

    BibTeX 
    @inproceedings{souza2025tackling,
  title={Tackling the Effect of Local Model Updates Heterogeneity on Adaptive Fit Fraction},
  author={Souza, Felipe and Alves, Pedro and Rodrigues, Miliene and Maciel, Filipe and de Souza, Allan Mariano and Villas, Leandro A. and Bittencourt, Luiz F.},
  booktitle={2025 3rd International Conference on Federated Learning Technologies and Applications (FLTA)},
  year={2025},
  publisher={IEEE},
  doi={10.1109/FLTA67013.2025.11336440}
}

  6. Federated Learning with Iterative Synthetic Data Augmentation. GUARAGNA, GUSTAVO S., DA COSTA, JOAHANNES B. D., Allan Mariano de Souza. UCC-25: 2025 IEEE/ACM 18th International Conference on Utility and Cloud Computing. 2025. DOI

    BibTeX 
    @inproceedings{guaragna2025federated,
  title={Federated Learning with Iterative Synthetic Data Augmentation},
  author={Guaragna, Gustavo S. and da Costa, Joahannes B. D. and de Souza, Allan Mariano},
  booktitle={UCC-25: 2025 IEEE/ACM 18th International Conference on Utility and Cloud Computing},
  year={2025},
  doi={10.1145/3773274.3774694}
}

  7. Participation is Power: Effective Approach to Dynamic Federated Learning. DE OLIVEIRA JARCZEWSKI, RAFAEL, CERQUEIRA, EDUARDO, BITTENCOURT, LUIZ FERNANDO, A. F. LOUREIRO, ANTONIO, A. VILLAS, LEANDRO, Allan Mariano de Souza. UCC-25: 2025 IEEE/ACM 18th International Conference on Utility and Cloud Computing. ACM. 2025. DOI

    BibTeX 
    @inproceedings{jarczewski2025participation,
  title={Participation is Power: Effective Approach to Dynamic Federated Learning},
  author={de Oliveira Jarczewski, Rafael and Cerqueira, Eduardo and Bittencourt, Luiz Fernando and Loureiro, Antonio A. F. and Villas, Leandro A. and de Souza, Allan Mariano},
  booktitle={UCC-25: 2025 IEEE/ACM 18th International Conference on Utility and Cloud Computing},
  year={2025},
  publisher={ACM},
  doi={10.1145/3773274.3774701}
}

  8. FL-as-API: A Service-Oriented Architecture for Heterogeneous Federated Learning. BUSTINCIO, RÓMULO, MARQUEZ SOLIS, PEDRO YURI, Allan Mariano de Souza, BITTENCOURT, LUIZ F. UCC-25: 2025 IEEE/ACM 18th International Conference on Utility and Cloud Computing. 2025. DOI

    BibTeX 
    @inproceedings{bustincio2025flasapi,
  title={{FL-as-API}: A Service-Oriented Architecture for Heterogeneous Federated Learning},
  author={Bustincio, R{\'o}mulo and Marquez Solis, Pedro Yuri and de Souza, Allan Mariano and Bittencourt, Luiz F.},
  booktitle={UCC-25: 2025 IEEE/ACM 18th International Conference on Utility and Cloud Computing},
  year={2025},
  doi={10.1145/3773274.3774679}
}

  9. Beyond Shortest Path: Agentic Vehicular Routing with Semantic Context. Carnot Braun, Rafael de Oliveira Jarczewski, TALASSO, GABRIEL U., VILLAS, LEANDRO, Allan Mariano de Souza. Urban AI Workshop - Conference on Neural Information Processing Systems (NeurIPS). 2025. DOI

    BibTeX 
    @inproceedings{braun2025beyond,
  title={Beyond Shortest Path: Agentic Vehicular Routing with Semantic Context},
  author={Braun, Carnot and de Oliveira Jarczewski, Rafael and Talasso, Gabriel U. and Villas, Leandro and de Souza, Allan Mariano},
  booktitle={Urban AI Workshop - Conference on Neural Information Processing Systems (NeurIPS)},
  year={2025},
  doi={10.48550/arXiv.2511.04464}
}

2024

  1. Let's Federate-Effective Communication Strategy for Dynamic Client Participation. Jarczewski, R. O., Cerqueira, E., Bittencourt, L. F., Loureiro, A. A., Villas, L. A., & de Souza, A. M. 2024 International Conference on Machine Learning and Applications (ICMLA). IEEE. DOI

    BibTeX 
    @inproceedings{jarczewski2024lets,
  title={Let's Federate-Effective Communication Strategy for Dynamic Client Participation},
  author={Jarczewski, R. O. and Cerqueira, E. and Bittencourt, L. F. and Loureiro, A. A. and Villas, L. A. and de Souza, A. M.},
  booktitle={2024 International Conference on Machine Learning and Applications (ICMLA)},
  pages={361--368},
  year={2024},
  publisher={IEEE}
}

  2. EcoPredict: Assessing Distributed Machine Learning Methods for Predicting Urban Emissions. Braun, C., Da Costa, J. B., Villas, L. A., & de Souza, A. M. 2024 IEEE 100th Vehicular Technology Conference (VTC2024-Fall). IEEE. Link

    BibTeX 
    @inproceedings{braun2024ecopredict,
  title={{EcoPredict}: Assessing Distributed Machine Learning Methods for Predicting Urban Emissions},
  author={Braun, C. and da Costa, J. B. and Villas, L. A. and de Souza, A. M.},
  booktitle={2024 IEEE 100th Vehicular Technology Conference (VTC2024-Fall)},
  pages={1--5},
  year={2024},
  publisher={IEEE}
}

  3. Adaptive Fit Fraction Based on Model Performance Evolution in Federated Learning. Maciel, F., da Costa, J. B. D., Gonzalez, L. F., de Souza, A. M., Villas, L. A., & Bittencourt, L. F. 2024 11th International Conference on Future Internet of Things and Cloud (FiCloud). IEEE. Link

    BibTeX 
    @inproceedings{maciel2024adaptive,
  title={Adaptive Fit Fraction Based on Model Performance Evolution in Federated Learning},
  author={Maciel, F. and da Costa, J. B. D. and Gonzalez, L. F. and de Souza, A. M. and Villas, L. A. and Bittencourt, L. F.},
  booktitle={2024 11th International Conference on Future Internet of Things and Cloud (FiCloud)},
  pages={77--84},
  year={2024},
  publisher={IEEE}
}

  4. Combining Client Selection Strategy with Knowledge Distillation for Federated Learning in non-IID Data. Mohamed, A. H., Da Costa, J. B., Villas, L. A., Dos Reis, J. C., & de Souza, A. M. 2024 IEEE Symposium on Computers and Communications (ISCC). IEEE. Link

    BibTeX 
    @inproceedings{mohamed2024combining,
  title={Combining Client Selection Strategy with Knowledge Distillation for Federated Learning in non-{IID} Data},
  author={Mohamed, A. H. and da Costa, J. B. and Villas, L. A. and dos Reis, J. C. and de Souza, A. M.},
  booktitle={2024 IEEE Symposium on Computers and Communications (ISCC)},
  pages={1--7},
  year={2024},
  publisher={IEEE}
}

  5. Partial Training Mechanism to Handle the Impact of Stragglers in Federated Learning with Heterogeneous Clients. Martins, B. S., Souza, A. M., Rosário, D., Astudillo, C. A., Cerqueira, E., & Villas, L. 2024 IEEE Symposium on Computers and Communications (ISCC). IEEE. Link

    BibTeX 
    @inproceedings{martins2024partial,
  title={Partial Training Mechanism to Handle the Impact of Stragglers in Federated Learning with Heterogeneous Clients},
  author={Martins, B. S. and Souza, A. M. and Ros{\'a}rio, D. and Astudillo, C. A. and Cerqueira, E. and Villas, L.},
  booktitle={2024 IEEE Symposium on Computers and Communications (ISCC)},
  pages={1--6},
  year={2024},
  publisher={IEEE}
}

  6. FedSCCS: hierarchical clustering with multiple models for federated learning. Talasso, G. U., de Souza, A. M., Bittencourt, L. F., Cerqueira, E., Loureiro, A. A., & Villas, L. A. ICC 2024 - IEEE International Conference on Communications. IEEE. Link

    BibTeX 
    @inproceedings{talasso2024fedsccs,
  title={{FedSCCS}: hierarchical clustering with multiple models for federated learning},
  author={Talasso, G. U. and de Souza, A. M. and Bittencourt, L. F. and Cerqueira, E. and Loureiro, A. A. and Villas, L. A.},
  booktitle={ICC 2024 -- IEEE International Conference on Communications},
  pages={3280--3285},
  year={2024},
  publisher={IEEE}
}

2023

  1. CCSF: Clustered Client Selection Framework for Federated Learning in non-IID Data. Aissa H Mohamed, Allan M de Souza, Joahannes B D da Costa, Leandro Villas, and Julio C dos Reis. 16th IEEE/ACM Utility and Cloud Computing Conference (UCC). 2023. DOI

    BibTeX 
    @inproceedings{mohamed2023ccsf,
  title={{CCSF}: Clustered Client Selection Framework for Federated Learning in non-{IID} Data},
  author={Mohamed, Aissa H and de Souza, Allan M and da Costa, Joahannes B D and Villas, Leandro and dos Reis, Julio C},
  booktitle={Proceedings of the 16th IEEE/ACM Utility and Cloud Computing Conference (UCC)},
  year={2023}
}

  2. EntropicFL: Efficient Federated Learning via Data Entropy and Model Divergence. Rómulo Bustincio, Allan M de Souza, Joahannes B D da Costa, and Luiz F Bittencourt. 16th IEEE/ACM Utility and Cloud Computing Conference (UCC). 2023. DOI

    BibTeX 
    @inproceedings{bustincio2023entropicfl,
  title={{EntropicFL}: Efficient Federated Learning via Data Entropy and Model Divergence},
  author={Bustincio, R{\'o}mulo and de Souza, Allan M and da Costa, Joahannes B D and Bittencourt, Luiz F},
  booktitle={Proceedings of the 16th IEEE/ACM Utility and Cloud Computing Conference (UCC)},
  year={2023}
}

  3. Compressed Client Selection for Efficient Communication in Federated Learning. Aissa Hadj Mohamed, Nícolas R. G. Assumpção, Carlos A. Astudillo, Allan M. Souza, Luiz F. Bittencourt, and Leandro A. Villas. 2023 IEEE 20th Consumer Communications & Networking Conference (CCNC). Jan 2023. DOI

    BibTeX 
    @inproceedings{mohamed2023compressed,
  title={Compressed Client Selection for Efficient Communication in Federated Learning},
  author={Mohamed, Aissa Hadj and Assump{\c{c}}{\~a}o, N{\'i}colas R. G. and Astudillo, Carlos A. and Souza, Allan M. and Bittencourt, Luiz F. and Villas, Leandro A.},
  booktitle={2023 IEEE 20th Consumer Communications \& Networking Conference (CCNC)},
  year={2023},
  month={Jan},
  publisher={IEEE}
}

  4. Resource Aware Client Selection for Federated Learning in IoT Scenarios. Filipe Maciel, Allan M. De Souza, Luiz F. Bittencourt, and Leandro A. Villas. 2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT). Jun 2023. DOI

    BibTeX 
    @inproceedings{maciel2023resource,
  title={Resource Aware Client Selection for Federated Learning in {IoT} Scenarios},
  author={Maciel, Filipe and De Souza, Allan M. and Bittencourt, Luiz F. and Villas, Leandro A.},
  booktitle={2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT)},
  year={2023},
  month={Jun},
  publisher={IEEE}
}

  5. FedPredict: Combining Global and Local Parameters in the Prediction Step of Federated Learning. Cláudio G. S. Capanema, Allan M. Souza, Fabrício A. Silva, Leandro A. Villas, and Antonio A. F. Loureiro. 2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT). Jun 2023. DOI

    BibTeX 
    @inproceedings{capanema2023fedpredict,
  title={{FedPredict}: Combining Global and Local Parameters in the Prediction Step of Federated Learning},
  author={Capanema, Cl{\'a}udio G. S. and Souza, Allan M. and Silva, Fabr{\'i}cio A. and Villas, Leandro A. and Loureiro, Antonio A. F.},
  booktitle={2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT)},
  year={2023},
  month={Jun},
  publisher={IEEE}
}

2022

  1. FLEXE: Investigating Federated Learning in Connected Autonomous Vehicle Simulations. Wellington Lobato, Joahannes B. D. Da Costa, Allan M. de Souza, Denis Rosário, Christoph Sommer, and Leandro A. Villas. 2022 IEEE 96th Vehicular Technology Conference (VTC2022-Fall). Sep 2022. Link

    BibTeX 
    @inproceedings{lobato2022flexe,
  title={{FLEXE}: Investigating Federated Learning in Connected Autonomous Vehicle Simulations},
  author={Lobato, Wellington and Da Costa, Joahannes B. D. and de Souza, Allan M. and Ros{\'a}rio, Denis and Sommer, Christoph and Villas, Leandro A.},
  booktitle={2022 IEEE 96th Vehicular Technology Conference (VTC2022-Fall)},
  year={2022},
  month={Sep},
  publisher={IEEE}
}

  2. Efficient Pareto Optimality-based Task Scheduling for Vehicular Edge Computing. Joahannes B. D. Da Costa, Allan M. Souza, Denis Rosário, Christoph Sommer, and Leandro A. Villas. 2022 IEEE 96th Vehicular Technology Conference (VTC2022-Fall). Sep 2022. Link

    BibTeX 
    @inproceedings{dacosta2022efficient,
  title={Efficient Pareto Optimality-based Task Scheduling for Vehicular Edge Computing},
  author={Da Costa, Joahannes B. D. and Souza, Allan M. and Ros{\'a}rio, Denis and Sommer, Christoph and Villas, Leandro A.},
  booktitle={2022 IEEE 96th Vehicular Technology Conference (VTC2022-Fall)},
  year={2022},
  month={Sep},
  publisher={IEEE}
}

  3. A Novel Short-term Vehicle Location Prediction using Temporal Graph Neural Networks. Farimasadat Miri, Alireza A. Namanloo, Allan M. De Souza, and Richard W. Pazzi. 2022 IEEE Latin-American Conference on Communications (LATINCOM). Nov 2022. Link

    BibTeX 
    @inproceedings{miri2022novel,
  title={A Novel Short-term Vehicle Location Prediction using Temporal Graph Neural Networks},
  author={Miri, Farimasadat and Namanloo, Alireza A. and De Souza, Allan M. and Pazzi, Richard W.},
  booktitle={2022 IEEE Latin-American Conference on Communications (LATINCOM)},
  year={2022},
  month={Nov},
  publisher={IEEE}
}

2021

  1. Reinforcement Learning-designed LSTM for Trajectory and Traffic Flow Prediction. Mostafa Karimzadeh, Ryan Aebi, Allan M. de Souza, Zhongliang Zhao, Torsten Braun, Susana Sargento, and Leandro Villas. 2021 IEEE Wireless Communications and Networking Conference (WCNC). Mar 2021. DOI

    BibTeX 
    @inproceedings{karimzadeh2021reinforcement,
  title={Reinforcement Learning-designed {LSTM} for Trajectory and Traffic Flow Prediction},
  author={Karimzadeh, Mostafa and Aebi, Ryan and de Souza, Allan M. and Zhao, Zhongliang and Braun, Torsten and Sargento, Susana and Villas, Leandro},
  booktitle={2021 IEEE Wireless Communications and Networking Conference (WCNC)},
  year={2021},
  month={Mar},
  publisher={IEEE}
}

2020

  1. GIN: Better going safe with personalized routes. Lucas Zanco Ladeira, Allan Mariano Souza, Heitor S. Ramos, and Leandro Aparecido Villas. 2020 IEEE Symposium on Computers and Communications (ISCC). Jul 2020. DOI

    BibTeX 
    @inproceedings{ladeira2020gin,
  title={{GIN}: Better going safe with personalized routes},
  author={Ladeira, Lucas Zanco and Souza, Allan Mariano and Ramos, Heitor S. and Villas, Leandro Aparecido},
  booktitle={2020 IEEE Symposium on Computers and Communications (ISCC)},
  year={2020},
  month={Jul},
  publisher={IEEE}
}

  2. PONCHE: Personalized and Context-Aware Vehicle Rerouting Service. Lucas Z. Ladeira, Allan M. Souza, Thiago H. Silva, Richard W. Pazzi, and Leandro A. Villas. 2020 IEEE 13th International Conference on Cloud Computing (CLOUD). Oct 2020. Link

    BibTeX 
    @inproceedings{ladeira2020ponche,
  title={{PONCHE}: Personalized and Context-Aware Vehicle Rerouting Service},
  author={Ladeira, Lucas Z. and Souza, Allan M. and Silva, Thiago H. and Pazzi, Richard W. and Villas, Leandro A.},
  booktitle={2020 IEEE 13th International Conference on Cloud Computing (CLOUD)},
  year={2020},
  month={Oct},
  publisher={IEEE}
}

  3. A Cache Strategy for Intelligent Transportation System to Connected Autonomous Vehicles. Wellington Lobato, Allan M. Souza, Maycon L. M. Peixoto, Denis Rosário, and Leandro Villas. 2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall). Nov 2020. Link

    BibTeX 
    @inproceedings{lobato2020cache,
  title={A Cache Strategy for Intelligent Transportation System to Connected Autonomous Vehicles},
  author={Lobato, Wellington and Souza, Allan M. and Peixoto, Maycon L. M. and Ros{\'a}rio, Denis and Villas, Leandro},
  booktitle={2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall)},
  year={2020},
  month={Nov},
  publisher={IEEE}
}

2019

  1. Optimizing Infrastructure Placement with Genetic Algorithm: A Traffic Management Use Case. Matheus Ferraroni Sanches, Allan M. Souza, Wellington Lobato, and Leandro A. Villas. 2019 IEEE Latin-American Conference on Communications (LATINCOM). Nov 2019. Link

    BibTeX 
    @inproceedings{sanches2019optimizing,
  title={Optimizing Infrastructure Placement with Genetic Algorithm: A Traffic Management Use Case},
  author={Sanches, Matheus Ferraroni and Souza, Allan M. and Lobato, Wellington and Villas, Leandro A.},
  booktitle={2019 IEEE Latin-American Conference on Communications (LATINCOM)},
  year={2019},
  month={Nov},
  publisher={IEEE}
}

  2. MARTINI: Towards a mobile and variable time window identification for spatio-temporal data. Lucas Zanco Ladeira, Allan M. de Souza, Geraldo Pereira Rocha Filho, Thiago Henrique Silva, Matheus Ferraroni Sanches, and Leandro Aparecido Villas. 2019 IEEE Latin-American Conference on Communications (LATINCOM). Nov 2019. Link

    BibTeX 
    @inproceedings{ladeira2019martini,
  title={{MARTINI}: Towards a mobile and variable time window identification for spatio-temporal data},
  author={Ladeira, Lucas Zanco and de Souza, Allan M. and Rocha Filho, Geraldo Pereira and Silva, Thiago Henrique and Sanches, Matheus Ferraroni and Villas, Leandro Aparecido},
  booktitle={2019 IEEE Latin-American Conference on Communications (LATINCOM)},
  year={2019},
  month={Nov},
  publisher={IEEE}
}

2018

  1. Itssafe: An Intelligent Transportation System for Improving Safety and Traffic Efficiency. Allan M. Souza, Lehilton L. C. Pedrosa, Leonardo C. Botega, and Leandro Villas. 2018 IEEE 87th Vehicular Technology Conference (VTC Spring). Jun 2018. DOI

    BibTeX 
    @inproceedings{souza2018itssafe,
  title={{Itssafe}: An Intelligent Transportation System for Improving Safety and Traffic Efficiency},
  author={Souza, Allan M. and Pedrosa, Lehilton L. C. and Botega, Leonardo C. and Villas, Leandro},
  booktitle={2018 IEEE 87th Vehicular Technology Conference (VTC Spring)},
  year={2018},
  month={Jun},
  publisher={IEEE}
}

  2. Efficient Context-Aware Vehicular Traffic Re-Routing Based on Pareto-Optimality: A Safe-Fast Use Case. Allan M. de Souza, Torsten Braun, and Leandro Villas. 2018 21st International Conference on Intelligent Transportation Systems (ITSC). Nov 2018. DOI

    BibTeX 
    @inproceedings{desouza2018efficient,
  title={Efficient Context-Aware Vehicular Traffic Re-Routing Based on Pareto-Optimality: A Safe-Fast Use Case},
  author={de Souza, Allan M. and Braun, Torsten and Villas, Leandro},
  booktitle={2018 21st International Conference on Intelligent Transportation Systems (ITSC)},
  year={2018},
  month={Nov},
  publisher={IEEE}
}

  3. FnS: Enhancing Traffic Mobility and Public Safety based on a Hybrid Transportation System. Allan M. de Souza, Leonardo C. Botega, and Leandro A. Villas. 2018 14th International Conference on Distributed Computing in Sensor Systems (DCOSS). Jun 2018. Link

    BibTeX 
    @inproceedings{desouza2018fns,
  title={{FnS}: Enhancing Traffic Mobility and Public Safety based on a Hybrid Transportation System},
  author={de Souza, Allan M. and Botega, Leonardo C. and Villas, Leandro A.},
  booktitle={2018 14th International Conference on Distributed Computing in Sensor Systems (DCOSS)},
  year={2018},
  month={Jun},
  publisher={IEEE}
}

  4. Data Dissemination Based on Complex Networks' Metrics for Distributed Traffic Management Systems. Joahannes Costa, Denis Rosário, Allan M. Souza, Leandro A. Villas, and Eduardo Cerqueira. 2018 IEEE Symposium on Computers and Communications (ISCC). Jun 2018. DOI

    BibTeX 
    @inproceedings{costa2018data,
  title={Data Dissemination Based on Complex Networks' Metrics for Distributed Traffic Management Systems},
  author={Costa, Joahannes and Ros{\'a}rio, Denis and Souza, Allan M. and Villas, Leandro A. and Cerqueira, Eduardo},
  booktitle={2018 IEEE Symposium on Computers and Communications (ISCC)},
  year={2018},
  month={Jun},
  publisher={IEEE}
}

2017

  1. A fully-distributed advanced traffic management system based on opportunistic content sharing. Allan M. Souza, Nelson L. S. Fonseca, and Leandro Villas. 2017 IEEE International Conference on Communications (ICC). May 2017. DOI

    BibTeX 
    @inproceedings{souza2017fully,
  title={A fully-distributed advanced traffic management system based on opportunistic content sharing},
  author={Souza, Allan M. and Fonseca, Nelson L. S. and Villas, Leandro},
  booktitle={2017 IEEE International Conference on Communications (ICC)},
  year={2017},
  month={May},
  publisher={IEEE}
}

  2. Centrality-based data dissemination protocol for vehicular ad hoc networks. Joahannes Costa, Wellington Lobato, Allan M. Souza, Denis Rosário, Leandro A. Villas, and Eduardo Cerqueira. 2017 IEEE 16th International Symposium on Network Computing and Applications (NCA). Oct 2017. DOI

    BibTeX 
    @inproceedings{costa2017centrality,
  title={Centrality-based data dissemination protocol for vehicular ad hoc networks},
  author={Costa, Joahannes and Lobato, Wellington and Souza, Allan M. and Ros{\'a}rio, Denis and Villas, Leandro A. and Cerqueira, Eduardo},
  booktitle={2017 IEEE 16th International Symposium on Network Computing and Applications (NCA)},
  year={2017},
  month={Oct},
  publisher={IEEE}
}

2016

  1. Real-time path planning to prevent traffic jam through an intelligent transportation system. Allan M. Souza, Roberto S. Yokoyama, Guilherme Maia, Antonio Loureiro, and Leandro Villas. 2016 IEEE Symposium on Computers and Communication (ISCC). Jun 2016. DOI

    BibTeX 
    @inproceedings{souza2016realtime,
  title={Real-time path planning to prevent traffic jam through an intelligent transportation system},
  author={Souza, Allan M. and Yokoyama, Roberto S. and Maia, Guilherme and Loureiro, Antonio and Villas, Leandro},
  booktitle={2016 IEEE Symposium on Computers and Communication (ISCC)},
  year={2016},
  month={Jun},
  publisher={IEEE}
}

  2. A Fully-Distributed Traffic Management System to Improve the Overall Traffic Efficiency. Allan M. de Souza, and Leandro Aparecido Villas. 19th ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems. Jun 2016. DOI

    BibTeX 
    @inproceedings{desouza2016fullydistributed,
  title={A Fully-Distributed Traffic Management System to Improve the Overall Traffic Efficiency},
  author={de Souza, Allan M. and Villas, Leandro Aparecido},
  booktitle={Proceedings of the 19th ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems},
  year={2016},
  month={Jun},
  publisher={ACM}
}

  3. SPARTAN: A Solution to Prevent Traffic Jam with Real-Time Alert and Re-Routing for Smart City. Allan M. de Souza, Azzedine Boukerche, Guilherme Maia, Eduardo Cerqueira, Antonio A. F. Loureiro, and Leandro A. Villas. 2016 IEEE 84th Vehicular Technology Conference (VTC-Fall). Sep 2016. Link

    BibTeX 
    @inproceedings{desouza2016spartan,
  title={{SPARTAN}: A Solution to Prevent Traffic Jam with Real-Time Alert and Re-Routing for Smart City},
  author={de Souza, Allan M. and Boukerche, Azzedine and Maia, Guilherme and Cerqueira, Eduardo and Loureiro, Antonio A. F. and Villas, Leandro A.},
  booktitle={2016 IEEE 84th Vehicular Technology Conference (VTC-Fall)},
  year={2016},
  month={Sep},
  publisher={IEEE}
}

2015

  1. An intelligent transportation system for detection and control of congested roads in urban centers. Celso A. R. L. Brennand, Allan M. de Souza, Guilherme Maia, Azzedine Boukerche, Heitor Ramos, Antonio A.F. Loureiro, and Leandro A. Villas. 2015 IEEE Symposium on Computers and Communication (ISCC). Sep 2015. Link

    BibTeX 
    @inproceedings{brennand2015intelligent,
  title={An intelligent transportation system for detection and control of congested roads in urban centers},
  author={Brennand, Celso A. R. L. and de Souza, Allan M. and Maia, Guilherme and Boukerche, Azzedine and Ramos, Heitor and Loureiro, Antonio A. F. and Villas, Leandro A.},
  booktitle={2015 IEEE Symposium on Computers and Communication (ISCC)},
  year={2015},
  month={Sep},
  publisher={IEEE}
}

  2. Scorpion: A Solution Using Cooperative Rerouting to Prevent Congestion and Improve Traffic Condition. Allan M. de Souza, Roberto Sadao Yokoyama, Leonardo Castro Botega, Rodolfo Ipolito Meneguette, and Leandro Aparecido Villas. 2015 IEEE International Conference on Computer and Information Technology. Oct 2015. Link

    BibTeX 
    @inproceedings{desouza2015scorpion,
  title={{Scorpion}: A Solution Using Cooperative Rerouting to Prevent Congestion and Improve Traffic Condition},
  author={de Souza, Allan M. and Yokoyama, Roberto Sadao and Botega, Leonardo Castro and Meneguette, Rodolfo Ipolito and Villas, Leandro Aparecido},
  booktitle={2015 IEEE International Conference on Computer and Information Technology},
  year={2015},
  month={Oct},
  publisher={IEEE}
}

  3. GARUDA: A New Geographical Accident Aware Solution to Reduce Urban Congestion. Allan M. de Souza, Roberto Sadao Yokoyama, Nelson Luis Saldanha Fonseca, Rodolfo Ipolito Meneguette, and Leandro Aparecido Villas. 2015 IEEE International Conference on Computer and Information Technology. Oct 2015. Link

    BibTeX 
    @inproceedings{desouza2015garuda,
  title={{GARUDA}: A New Geographical Accident Aware Solution to Reduce Urban Congestion},
  author={de Souza, Allan M. and Yokoyama, Roberto Sadao and Fonseca, Nelson Luis Saldanha and Meneguette, Rodolfo Ipolito and Villas, Leandro Aparecido},
  booktitle={2015 IEEE International Conference on Computer and Information Technology},
  year={2015},
  month={Oct},
  publisher={IEEE}
}

  4. Minimizing traffic jams in urban Centers using vehicular ad hoc networks. Allan M. de Souza, R. S. Yokoyama, Guilherme Maia, Antonio A. F. Loureiro, and Leandro A. Villas. 2015 7th International Conference on New Technologies, Mobility and Security (NTMS). Jul 2015. Link

    BibTeX 
    @inproceedings{desouza2015minimizing,
  title={Minimizing traffic jams in urban Centers using vehicular ad hoc networks},
  author={de Souza, Allan M. and Yokoyama, R. S. and Maia, Guilherme and Loureiro, Antonio A. F. and Villas, Leandro A.},
  booktitle={2015 7th International Conference on New Technologies, Mobility and Security (NTMS)},
  year={2015},
  month={Jul},
  publisher={IEEE}
}

2014

  1. ADD: A Data Dissemination Solution for Highly Dynamic Highway Environments. Allan M. de Souza, Azzedine Boukerche, Guilherme Maia, Rodolfo Ipolito Meneguette, Antonio A.F. Loureiro, and Leandro Aparecido Villas. 12th ACM International Symposium on Mobility Management and Wireless Access. Jul 2014. Link

    BibTeX 
    @inproceedings{desouza2014add,
  title={{ADD}: A Data Dissemination Solution for Highly Dynamic Highway Environments},
  author={de Souza, Allan M. and Boukerche, Azzedine and Maia, Guilherme and Meneguette, Rodolfo Ipolito and Loureiro, Antonio A. F. and Villas, Leandro Aparecido},
  booktitle={Proceedings of the 12th ACM International Symposium on Mobility Management and Wireless Access},
  year={2014},
  month={Jul},
  publisher={ACM}
}

  2. Decreasing Greenhouse Emissions through an Intelligent Traffic Information System Based on Inter-Vehicle Communication. Allan M. de Souza, Azzedine Boukerche, Guilherme Maia, Rodolfo Ipolito Meneguette, Antonio A.F. Loureiro, and Leandro Aparecido Villas. 12th ACM International Symposium on Mobility Management and Wireless Access. Jul 2014. DOI

    BibTeX 
    @inproceedings{desouza2014decreasing,
  title={Decreasing Greenhouse Emissions through an Intelligent Traffic Information System Based on Inter-Vehicle Communication},
  author={de Souza, Allan M. and Boukerche, Azzedine and Maia, Guilherme and Meneguette, Rodolfo Ipolito and Loureiro, Antonio A. F. and Villas, Leandro Aparecido},
  booktitle={Proceedings of the 12th ACM International Symposium on Mobility Management and Wireless Access},
  year={2014},
  month={Jul},
  publisher={ACM}
}