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Research

Dr Leandro Soriano Marcolino

Lecturer in Data Engineering

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  1. 2025
  2. Published

    Enhancing deep reinforcement learning for scale flexibility in real-time strategy games

    Lemos, M. L. H. D., Vieira, R. E. S., Tavares, A. R., Marcolino, L. S. & Chaimowicz, L., 31/01/2025, In: Entertainment Computing. 52, 100843.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  3. Forthcoming

    Uncertainty Quantification in Measuring Ore Mass Flow Rate with Data-Driven Soft Sensors

    dos Santos Diniz, F. J., Neves Matos, S., Ueyama, J., Soriano Marcolino, L., da Silva Luz, E. J. & Pessin, G., 24/01/2025, (Accepted/In press) Proceedings of the 2025 International Instrumentation and Measurement Technology Conference (IEEE I2MTC). IEEE

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  4. Published

    Decision-Making in Evolving Environments: A Bayesian Multi-Agent Bandit Framework

    Alsomali, M., Soriano Marcolino, L., Porter, B. & Rodrigues-Filho, R., 2025, AAMAS: International Conference on Autonomous Agents and Multiagent Systems. ACM, 2 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  5. 2024
  6. Forthcoming

    Robust Knowledge Distillation in Federated Learning: Counteracting Backdoor Attacks

    Alharbi, E., Soriano Marcolino, L., Ni, Q. & Gouglidis, A., 12/12/2024, (Accepted/In press) Proceedings of the IEEE Conference on Secure and Trustworthy Machine Learning (SaTML). IEEE, 14 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  7. Published

    Incentive-Driven Multi-agent Reinforcement Learning Approach for Commons Dilemmas in Land-Use

    Pelcner, L., do Carmo Alves, M. A., Soriano Marcolino, L., Harrison, P. & Atkinson, P., 16/11/2024, PRIMA 2024: Principles and Practice of Multi-Agent Systems: : 25th International Conference, Kyoto, Japan, November 18–24, 2024, Proceedings. Ariska, R., Sanchez-Anguix, V., Stein, S., Aydoğan, R., van der Torre, L. & Ito, T. (eds.). Cham: Springer, p. 284-289 6 p. (Lecture Notes in Computer Science; vol. 15395).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  8. Published

    Text-driven Video Acceleration

    De Souza Ramos, W., Soriano Marcolino, L. & Nascimento, E. R., 30/09/2024, 37th Conference on Graphics, Patterns and Images (SIBGRAPI): Workshop of Theses and Dissertations (WTD). p. 35-41 7 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  9. Forthcoming

    An Online Incremental Learning Approach for Configuring Multi-arm Bandits Algorithms

    Alsomali, M., Rodrigues-Filho, R., Soriano Marcolino, L. & Porter, B., 4/07/2024, (Accepted/In press) ECAI: European Conference On Artificial Intelligence. 8 p. 2033

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  10. Published

    Enhancing robustness in video recognition models: Sparse adversarial attacks and beyond

    Mu, R., Marcolino, L., Ni, Q. & Ruan, W., 31/03/2024, In: Neural Networks. 171, p. 127-143 17 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  11. Forthcoming

    Multi-armed Bandits for Self-distributing Stateful Services across Networking Infrastructures

    Meletti Rappa, F., Rodrigues-Filho, R., R. Panisson, A., Soriano Marcolino, L. & Bittencourt, L., 1/03/2024, (Accepted/In press).

    Research output: Contribution to conference - Without ISBN/ISSN › Conference paper › peer-review

  12. Published

    Water level identification with laser sensors, inertial units, and machine learning

    M. Ranieri, C., V. K. Foletto, A., D. Garcia, R., N. Matos, S., M. G. Medina, M., Soriano Marcolino, L. & Ueyama, J., 31/01/2024, In: Engineering Applications of Artificial Intelligence. 127, Part A, 107235.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  13. 2023
  14. Forthcoming

    Incentive-based MARL Approach for Commons Dilemmas in Property-based Environments: Extended Abstract

    Pelcner, L., do Carmo Alves, M. A., Soriano Marcolino, L., Harrison, P. & Atkinson, P., 21/12/2023, (Accepted/In press) Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems. 23 ed. IFAAMAS, 3 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  15. Forthcoming

    It Is Among Us: Identifying Adversaries in Ad-hoc Domains Using Q-valued Bayesian Estimations

    do Carmo Alves, M. A., Varma, A., Soriano Marcolino, L. & Elkhatib, Y., 21/12/2023, (Accepted/In press) Proc. of the 23rd International Conference on Autonomous Agents and Multiagent Systems. 23 ed. IFAAMAS, 9 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  16. Forthcoming

    ReCePS: Reward Certification for Policy Smoothed Reinforcement Learning

    Mu, R., Soriano Marcolino, L., Zhang, T., Zhang, Y., Huang, X. & Ruan, W., 10/12/2023, (Accepted/In press) Conference on Artificial Intelligence (AAAI-24): SRRAI Special Track.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  17. Forthcoming

    Leveraging Synthetic Data to Learn Video Stabilization Under Adverse Conditions

    Kerim, A., De Souza Ramos, W., Soriano Marcolino, L., Nascimento, E. R. & Jiang, R., 24/10/2023, (Accepted/In press) IEEE/CVF Winter Conference on Applications of Computer Vision (WACV).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  18. Published

    The Aesthetics of Disharmony: Harnessing Sounds and Images for Dynamic Soundscapes Generation

    Escarce Junior, M., Rossmann Martins, G., Soriano Marcolino, L. & Rubegni, E., 4/10/2023, In: ACM - PACMHCI CHI PLAY. 7, CHI PLAY, p. 665-698 34 p., 399.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  19. Forthcoming

    Information-guided Planning: An Online Approach for Partially Observable Problems

    do Carmo Alves, M. A., Varma, A., Soriano Marcolino, L. & Elkhatib, Y., 21/09/2023, (Accepted/In press) Thirty-seventh Conference on Neural Information Processing Systems.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  20. Forthcoming

    Scale-Invariant Reinforcement Learning in Real-Time Strategy Games

    Harry Diniz Lemos, M. L., Vieira, R. E. S., Rocha Tavares, A., Soriano Marcolino, L. & Chaimowicz, L., 25/08/2023, (Accepted/In press) Proceedings of SBGames 2023.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  21. Forthcoming

    Robust Federated Learning Method against Data and Model Poisoning Attacks with Heterogeneous Data Distribution

    Alharbi, E., Soriano Marcolino, L., Gouglidis, A. & Ni, Q., 15/07/2023, (Accepted/In press) 26th European Conference on Artificial Intelligence ECAI 2023- IOS Press. 8 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  22. Published

    On-line Estimators for Ad-hoc Task Execution: Learning Types and Parameters of Teammates for Effective Teamwork JAAMAS Track

    do Carmo Alves, M. A., Yourdshahi, E. S., Varma, A., Marcolino, L. S., Ueyama, J. & Angelov, P., 30/05/2023, Proceedings of AAMAS-2023. New York: ACM, Vol. 2023-May. p. 140-142 3 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  23. Published

    Text-driven video acceleration: A weakly-supervised reinforcement learning method

    Ramos, W. L. D. S., Silva, M. M. D., Araujo, E., Moura, V., Martins de Oliveira, K. C., Soriano Marcolino, L. & Nascimento, E., 28/02/2023, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 45, 2, p. 2492-2504 13 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  24. Published

    Certified Policy Smoothing for Cooperative Multi-Agent Reinforcement Learning

    Mu, R., Ruan, W., Soriano Marcolino, L., Jin, G. & Ni, Q., 7/02/2023, Proceedings of the 37th AAAI Conference on Artificial Intelligence. AAAI

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  25. Published

    Congestion control algorithms for robotic swarms with a common target based on the throughput of the target area

    Passos, Y. T., Duquesne, X. & Soriano Marcolino, L., 31/01/2023, In: Robotics and Autonomous Systems. 159, 19 p., 104284.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  26. 2022
  27. Published

    3DVerifier: efficient robustness verification for 3D point cloud models

    Mu, R., Ruan, W., Soriano Marcolino, L. & Ni, Q., 2/11/2022, In: Machine Learning. 2022, 28 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  28. Forthcoming

    Semantic Segmentation under Adverse Conditions: A Weather and Nighttime-aware Synthetic Data-based Approach

    Kerim, A., Chamone, F., De Souza Ramos, W., Soriano Marcolino, L., Nascimento, E. R. & Jiang, R., 30/09/2022, (Accepted/In press) The British Machine Vision Conference (BMVC). 14 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  29. Published

    On-line estimators for ad-hoc task execution: learning types and parameters of teammates for effective teamwork

    Shafipour Yourdshahi, E., do Carmo Alves, M. A., Varma, A., Soriano Marcolino, L., Ueyama, J. & Angelov, P., 13/08/2022, In: Autonomous Agents and Multi-Agent Systems. 36, 45.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

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