Marco idiart

Recent Projects and Activities

• Samsung SRBR Textual Simplification of Complex Expressions Project. Principal Investigator with Aline Villavicencio.

• AIM-WEST - Analysis and Integration of MultiWord Expressions in Speech and Translation. With Laboratoire d’Informatique de Grenoble (LIG),  Laboratoire d’Informatique Fondamentale de Marseille (LIF), Laboratoire Langues, Textes, Traitements Informatiques et Cognition (LaTTiCe), and Universidade Federal de São Carlos (UFSCar).

• MIT/CNPq Cognitive Computational Models of Natural Languages for Assessing Language Competency Project. With  Suzanne Flynn, Robert Berwick, Aline Villavicencio and Rosa Vicari.

• CNPq/2012 Cognitive Computational Investigations of Language Acquisition and Use in Clinical Cases Project. With Maria Alice Parente, Robert Berwick, Aline Villavicencio, Anna Korhonen  and Thierry Poibeau

• CAPES-COFECUB Cameleon. With Carlos Ramisch, Renata Vieira, Helena Caseli,  Viviane Moreira, Aline Villavicencio and Laboratoire d’Informatique de Grenoble (LIG).

• NASA Educational materials: Space Weather Action Centre in Brazil. Principal Investigator, with Aline Villavicencio, Kepler de Oliveira, Rodrigo Nemmen, Evandro Miletto, Leonardo Zilio and Aurélio Hoppe.

• Computational Models for Language Acquisition and Dissolution. With Aline Villavicencio, Jerusa Salles, Anderson Santos and Gustavo Valdez.

• Co-organizer of the Jornada de Divulgação e Jornalismo Científico, December 3-4, Porto Alegre, Brazil.

• Reviewer for PLOS One, Hippocampus. 

• Co-chair of the First Workshop of Computacional Neuroscience. With Dante Barone and Marino Bianchin.

• Reviewer for ACL-2016 Workshop on Cognitive Aspects of Computational Language Learning.

• Reviewer for the EMNLP-2015 Workshop on Cognitive Aspects of Computational Language Learning.

• Reviewer for the EACL-2014 Workshop on Cognitive Aspects of Computational Language Learning.

• Reviewer for the NAACL-2013 Workshop on Multiword Expressions

• Reviewer for the EACL-2012 Workshop on Computational Models of Language Acquisition and Loss.

• Reviewer for the EACL-2009 Workshop on Cognitive Aspects of Computational Language Acquisition.

• Reviewer for the ACL-2007 Workshop on Cognitive Aspects of Computational Language Acquisition.

Selected Publications

2023

• Becker, MP. & Idiart, Marco A. P.  A Mean-Field Method for Generic Conductance-Based Integrate-and-Fire Neurons with Finite Timescales (2023), https://doi.org/10.48550/arXiv.2305.15295.
  .

2022

• Tonon, A. C. ; Pilz, L. K. ; Amando, G. R. ; Constantino, Débora Barroggi ; Borges, R. B. ; Caye, A. ; Rohrsetzer, F. ; Souza, L. ; Fisher, H. ; Kohort, B. A. ; Mondelli, V. ; Kieling, C. ; Idiart, Marco A. P. ; Diez-Noguera, A. ; Hidalgo, M. P. Handling missing data in rest-activity time series measured by actimetry. Chronobiology International, p. 1-12, 2022.

• Pilz, L. K. Pereira, N. S. C. Francisco, A. P. Carissimi, A. Constantino, D. B. Caus, L. B. Abreu, A. C. O. Amando, G. R. Bonatto, F. S. Carvalho, P. V. V. Cipolla-Neto, J. Harb, A. Lazzarotto, G. Marafiga, J. R. Minuzzi, L. Montagner, F. Nishino, F. A. Oliveira, M. A. B. Santos, B. G. T. Steibel, E. G. Tavares, P. S. Tonon, A. C. Xavier, N. B. Zanona, Q. K. Amaral, F. G. , et al. ; Effective recommendations towards healthy routines to preserve mental health during the COVID-19 pandemic. Revista Brasileira de Psiquiatria (Brazilian Journal of Psychiatry), p. 1, 2022

• Madabushi, H.T., E. Gow-Smith, M. Garcia, C. Scarton, M. Idiart, A. Villavicencio (2022) SemEval-2022 Task 2: Multilingual Idiomaticity Detection and Sentence Embedding. Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022).

2021

• Soroka G. & Marco Idiart M.. Theta, alpha and gamma traveling waves in a multi-item working memory model (2021), https://doi.org/10.48550/arXiv.2103.15266.

• Garcia, M. ; Vieira, T. K. ; Scarton, C. ; Idiart, M. A. P. ; Villavicencio, A. . Probing for idiomaticity in vector space models. In: Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics, 2021.

• Garcia, M. ; Kramer Vieira, T. ; Scarton, C. ; Idiart, Marco ; Villavicencio, Aline . Assessing the Representations of Idiomaticity in Vector Models with a Noun Compound Dataset Labeled at Type and Token Levels. In: Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers). Stroudsburg: Association for Computational Linguistics, 2021. p. 2730.

• Constantino, Débora Barroggi ; Tonon, André Comiran ; De Oliveira, Melissa Alves Braga ; Amando, Guilherme Rodriguez ; Freitas, Juliana Jury ; Xavier, Nicoli Bertuol ; Ribeiro, Rafael Júnior; Idiart, Marco ; Hidalgo, Maria Paz Loayza. Effects of Lighting Patterns in Pubertal Development and Metabolism of Female Wistar Rats. Physiology & Behavior, v. 243, p. 113641, 2021.

2020

• Oruro, Enver Miguel ; Pardo, Grace V.E. ; Lucion, Aldo Bolten ; Calcagnotto, Maria Elisa ; Idiart, Marco A.P. . The maturational characteristics of the GABA input in the anterior piriform cortex may also contribute to the rapid learning of the maternal odor during the sensitive period. Learning & Memory (Cold Sprint Harbor Online), v. 27, p. 493-502, 2020.

2019

• Idiart, M. A. P.; Villavicencio, A. ; Katz, B ; Rennó-Costa, C;  Lisman, J. . How the Brain Represents Language and Answers Questions? Using an AI System to Understand the Underlying Neurobiological Mechanisms. Frontiers in Computational Neuroscience, v. 13, p. 12, 2019.

• Villavicencio, Aline ; Idiart, Marco . Discovering multiword expressions. Natural Language Engineering, v. 25, p. 1-19, 2019.

• Oruro, Enver Miguel ; Pardo, Grace V.E. ; Lucion, Aldo B. ; Calcagnotto, Maria Elisa; Idiart, Marco A. P. . Maturation of pyramidal cells in anterior piriform cortex may be sufficient to explain the end of early olfactory learning in rats. Learning & Memory (Cold Sprint Harbor Online), v. 27, p. 20-32, 2019.

2018

• Cordeiro, Silvio ; Villavicencio, Aline ; Idiart, Marco ; Ramisch, Carlos . Unsupervised Compositionality Prediction of Nominal Compounds. Computational Linguistics, v. 45, p. 1-57, 2018.

• Jensen, Ole ; Idiart, Marco . John Lisman (1944-2017). NEURON, v. 96, p. 961-963, 2017.

• Paula, F. ; Wilkens, R. ; Idiart, Marco ; Villavicencio, Aline . Similarity Measures for the Detection of Clinical Conditions with Verbal Fluency Tasks. In: Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Short Papers), 2018. p. 231.

2017

• Wilkens, R., L. Zilio, S. Cordeiro, F. Paula, C. Ramisch, M. Idiart, A. Villavicencio. LexSubNC: A Dataset of Lexical Substitution for Nominal Compounds. In Proceedings of the 12th International Conference on Computational Semantics (IWCS).

2016

• Almeida, L. B. ; Dean, O. ; Idiart, Marco A.P. ; Devore, S. ; Smith, D. M. ;Linster, C. . Internal Cholinergic Regulation of Learning and Recall in a Model of Olfactory Processing. Frontiers in Cellular Neuroscience, v. 10, p. 256, 2016.

• Cordeiro, S., Ramisch, C., Idiart, M., Villavicencio, A. Predicting the Compositionality of Nominal Compounds: Giving Word Embeddings a Hard Time. In Proceedings of The 54th Annual Meeting of the Association for Computational Linguistics (ACL-2016), 2016.

• Salle, A., Idiart, M., Villavicencio, A. Matrix Factorization using Window Sampling for Improved Word Representations. In Proceedings of The 54th Annual Meeting of the Association for Computational Linguistics (ACL-2016), 2016. 

• Ramisch, C., Cordeiro, S., Idiart, M., Villavicencio, A. How Naked is the Naked Truth? A Multilingual Lexicon of Nominal Compound Compositionality. In Proceedings of The 54th Annual Meeting of the Association for Computational Linguistics (ACL-2016), 2016.

• Zilio, L., Wilkens, R., Mollmann, L., Idiart, Marco, Wehrli, E., Cordeiro, S., Villavicencio, A. Joining Forces for Multiword Expression Identification. In Proceedings of 12th International Conference on the Computational Processing of Portuguese (PROPOR), 2016. 

• Wagner Filho, J., Wilkens, R., Zilio, L., Idiart, M., Villavicencio, A. Crawling by Readability Level. In Proceedings of 12th International Conference on the Computational Processing of Portuguese (PROPOR), 2016.]

• Wilkens, R., Idiart, M., Villavicencio, A. Multiword Expressions in Child Language. In Proceedings of 10th edition of the Language Resources and Evaluation Conference (LREC), 2016. 

• Wilkens, R., Zilio, L., Idiart, M., Wagner Filho, J., Ferreira, E., Santos, L., Pasqualini, B., Villavicencio, A. Resources for Monolingual Translation: a case study of Text Simplification for Portuguese. In Proceedings of PROPOR 2016 Workshop on Corpora and Tools for Processing Corpora, 2016.

• Cordeiro, S., Ramisch, C., Idiart, M., Villavicencio, A. MWE-aware corpus processing with the mwetoolkit and word embeddings. In Proceedings of PROPOR 2016 Workshop on Corpora and Tools for Processing Corpora, 2016.
  
  

2015

• Sanders, H., Rennó-Costa, C. Idiart, M., Lisman, J. Grid Cells and Place Cells: An Integrated View of their Navigational and Memory Function. Trends in Neurosciences (Regular ed.) , v. 38, p. 763-775, 2015.

2014

• M. Padró; M. Idiart, C. Ramisch and A. Villavicencio. Nothing like Good Old Frequency: Studying Context Filters for Distributional Thesauri. In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2014. 

• M. Padró, M. Idiart, A. Villavicencio and C. Ramisch. Comparing Similarity Measures for Distributional Thesauri. In Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14), 2014. 

2013

• A. Villavicencio, M. Idiart, R. Berwick, and I. Malioutov. Language Acquisition and Probabilistic Models: keeping it simple. In Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics, 2013. 

• de  Almeida, L.,  Idiart, M., Linster, C. . A model of cholinergic modulation in olfactory bulb and piriform cortex. Journal of Neurophysiology, v. 109, p. 1360-1377, 2013.

2012

• L. Almeida, M. Idiart, A. Villavicencio, J. Lisman. Alternating predictive and short-term memory modes of entorhinal grid cells. In Hippocampus, May 2, 2012.

• A. Villavicencio, M. Idiart, C. Ramisch, V. Araujo, B. Yankama, R.C. Berwick. Get out but don’t fall down: verb-particle constructions in child language. In Proceedings of the EACL-2012 Workshop on Computational Models of Language Acquisition and Loss. 2012.

• A. Villavicencio, B.Yankama, R. Wilkens, M. Idiart, R.C. Berwick. An annotated English child language database. In Proceedings of the EACL 2012 Workshop on Computational Models of Language Acquisition and Loss. 2012.

• A. Villavicencio, B. Yankama, M. Idiart and R.C. Berwick. A large scale annotated child language construction database. In Proceedings of the Eight International Conference on Language Resources and Evaluation (LREC’12). 2012.

2011

• Romero, Roseli A.F., Prestes, Edson, Idiart, Marco A.P., Faria, G. . Locally oriented potential field for controlling multi-robots. Communications in Nonlinear Science & Numerical Simulation, v. -, p. -, 2011.

2010 and before

• de Almeida, L. B., Idiart, M., Lisman, J. E. . The single place fields of CA3 cells: A two-stage transformation from grid cells. Hippocampus (New York, N.Y. Print), p. n/a-n/a, 2010.

• Silva Jr., E. P. E., Idiart, M. A. P. . Computing Navigational Routes in Inhomogeneous Environments using BVP Path Planner.. In Proceedings of the  IEEE/RSJ International Conference on Intelligent Robots and Systems, 2010.

• de Almeida, L., Idiart, M., Lisman, J. E. . The Input-Output Transformation of the Hippocampal Granule Cells: From Grid Cells to Place Fields. The Journal of Neuroscience, v. 29, p. 7504-7512, 2009.

• de Almeida, L., Idiart, M., Lisman, J. E. . A Second Function of Gamma Frequency Oscillations: An E%-Max Winner-Take-All Mechanism Selects Which Cells Fire. The Journal of Neuroscience, v. 29, p. 7497-7503, 2009.

• Silva Jr., E. P. E., Idiart, M. A. P. . Sculpting potential fields in the BVP Path Planner. In: IEEE International Conference on Robotics and Biomimetics, 2009, 2009, Guilin, China.. IEEE International Conference on Robotics and Biomimetics, 2009, 2009. p. 183-188.

• Ramisch, C., A. Villavicencio, L. Moura and M. Idiart. Picking them up and Figuring them out: Verb-Particle Constructions, Noise and Idiomaticity. In Proceedings of the Twelfth Conference on Computational Natural Language Learning, Manchester, 2008. 

• Ramisch, C., P. Schreiner, M. Idiart and A. Villavicencio. An Evaluation of Methods for the Extraction of Multiword Expressions. In Proceedings of the LREC 2008 Workshop on Multiword Expressions, Marrakech, 2008. [pdf]

• Villavicencio, A., V. Kordoni, Y. Zhang, M. Idiart, and C. Ramisch. Validation and evaluation of automatically acquired multiword expressions for grammar engineering. In Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL 2007), Prague, 2008. 

• Almeida, L. B., Idiart, M. A. P., Lisman, J. E. . Memory retrieval time and memory capacity of the CA3 network: Role of gamma frequency oscillations. Learning & Memory, v. 14, p. 785-806, 2007.

• Almeida, L. B., Idiart, M. A. P., Quillfeldt, J. A. . Coupled map model for spatio-temporal processing in the olfactory bulb. In Ninth Granada Lectures, Granada, Spain, 2007, Granada. Cooperative Behavior in Neural Systems - Ninth Granada Lectures, Granada, Spain, 11-15 Sept 2006. New York: American Institute of Physics Conference Proceedings, 2007, 2006.

• Dapper, F., Silva Jr., E. P. E., Idiart, M. A. P., Luciana, . Simulating pedestrian behavior with potential fields. In: Advances in Computer Graphics, 2006, Beijing. Lecture Notes in Computer Sciences, 2006. v. 4035. p. 324-335.

• Trevisan, M., Idiart, M. A. P., Silva Jr., E. P. E., Engel, P. M. . Exploratory navigation based on dynamical boundary value. Journal of Intelligent & Robotic Systems, v. 45, p. 101-114, 2006.

• Almeida, R. M. C., Espinosa, A., Idiart, M. A. P. . Concatenated retrieval of correlated stored information in neural networks. Physical Review E - Statistical Physics, Plasmas, Fluids and Related Interdisciplinary Topics, v. 74, p. 041913, 2006.

• Zhang, Y., V. Kordoni, A. Villavicencio and M. Idiart. Automated Multiword Expression Prediction for Grammar Engineering. In Proceedings of COLING/ACL Workshop on Multiword Expressions: Identifying and Exploiting Underlying Properties, Sydney, Australia, 2006. [pdf]

• Quillet, Catherine, Idiart, M. A. P., Dollet, Benjamin, Berthier, L, Yekini, A . Bubbles in sheared two-dimensional foams. Colloids and Surfaces A: Physicochemical and Engineering Aspects, Holanda, v. 263, n.1-3, p. 95-100, 2005.

• Thomas, Gilberto L, Mombach, José C M, Idiart, M. A. P., Quillet, Catherine, Graner, François . Simulations of viscous shape relaxation in shuffled foam clusters. Colloids and Surfaces A: Physicochemical and Engineering Aspects, Holanda, v. 263, n.1-3, p. 90-94, 2005.

• Mombach, José C M, Robert, Damien, Graner, François, Gillet, Germain, Thomas, Gilberto L, Idiart, M. A. P., Rieu, Jean Paul . Rounding of aggregates of biological cells: Experiments and Simulations. Physica A, Holanda, v. 352, n.2-4, p. 525-534, 2005.

• Levin, Y., Idiart, M. A. P., J. J. Arenzon . Random walk to freedom: The time of effusion. Physica. A, v. 354, p. 95-100, 2005.

• Risau-Gusman, S., Idiart, M. A. P. . Retrieval-times properties of the Little-Hopfield model and their physiological relevance. Physical Review E - Statistical Physics, Plasmas, Fluids and Related Interdisciplinary Topics, v. 72, n.041913, p. 041913, 2005.

• Levin, Y., Idiart, M. A. P. . Pore dynamics of osmotically stressed vesicles. Physica. A, v. 331, n.2, p. 571-578, 2004.

• Silva Jr., E. P. E., Idiart, M. A. P., Trevisan, M., Engel, P. M. . Autonomous Learning Architecture to Environmental Mapping. Journal of Intelligent & Robotic Systems, Holanda, v. 39, n.3, p. 243-263, 2004.

• Idiart, M. A. P.; Levin, Y. . Rupture of a liposomal vesicle. Physical Review. E, Statistical, Nonlinear and Soft Matter Physics, v. 69, n.061922, p. 061922, 2004.

• Levin, Y., Idiart, M. A. P., J. J. Arenzon . Solute diffusion out of a vesicle. Physica. A, v. 344, n.3-4, p. 543-546, 2004.

• Silva Jr., E. P. E., Ferrugem, A. P., Idiart, M. A. P., Barone, D. A. C. . A Perceptual User Interface Using Mean Shift. Lecture Notes in Artificial Intelligence, v. 3315, p. 590-599, 2004.

• Faria, G., Silva Jr., E. P. E., Romero, R. F. A., Idiart, M. A. P. . Comparing Harmonic Functions and Potential Fields in the Trajectory Control of Mobile Robots. In Proceedings of the 2004 IEEE Conference on Robotics, Automation and Mechatronics, 2004.

• Trevisan, M., Idiart, M. A. P., Silva Jr., E. P. E. . Trajectory Learning with a Vector Neural Network. In Proceedings of 2004 Brazilian Simposium on Neural Networks, 2004.

• Levin, Y., Idiart, M. A. P. Pore dynamics of osmotically stressed vesicles. Physica A. , 2003.

• Silva Jr., E. P. E., Trevisan, M., Idiart, M. A. P., Engel, P. M. BVP-exploration: further improvements. In Proceedings of the 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems. IEEE Publishing, 2003.

• Mombach, J. C. M., Lemke, N., Bodmann, B. E. J., Idiart, M. A. P.  A mean field theory of cellular growth. Europhysics Letters, v.59, n.6, p.923 - 928, 2002.

• Silva Jr., E. P. E., Idiart, M. A. P., Engel, P. M., Trevisan, M.  Oriented exploration in non-oriented sparse environments In Proceedings of the 2001 IEEE/RSJ International Conf. on Intel. Robot. and Sys., 2002

• Idiart, M. A. P., Trevisan, M.  Directing a random walker with optimal potentials. Physica A: Statistical Mechanics and its Applications, v.307, n.1-2, p.52 - 62, 2002.

• Silva Jr., E. P. E., Engel, P. M., Trevisan, M., Idiart, M. A. P.  Exploration method using harmonic functions. Robotics and Autonomous Systems, v.40, n.1, p.25 - 42, 2002.

• Almeida, R. M. C., Idiart, M. A. P.  Information space dynamics for neural networks. Physical Review E, v.65, n.6, 2002.

• Silva Jr., E. P. E., Idiart, M. A. P., Engel, P. M., Trevisan, M. Exploration technique using potential fields calculated from relaxation methods In Proceedings of the 2001 IEEE/RSJ International Conference on Intel. Rob. and Sys., 2001.

• Mombach, J. C. M., Lemke, N., Bodmann, B. E. J., Idiart, M. A. P.  Spatial power-like decay on the interaction among biological cells unifies some classical laws of population growth In: XIV CNMAT, 2001, Belo Horizonte, MG. Seleta do XXIV CNMAC. , 2001.

• Silva Jr., E. P. E., Idiart, M. A. P., Engel, P. M., Trevisan, M.  Exploration technique using potential fields calculated from relaxation methods In Proceedings of 2001 IEEE/RSJ International Conference on Intel. Rob. and Sys., 2001.

• Idiart, M. A. P.  Performances in supervised learning. Physica A, v.285, n.3-4, p.566 - 578, 2000.

• Idiart, M. A. P., Medeiros, G., Almeida, R. M. C. Selection experiments in the Penna model for biological aging. Int. Journal of Modern Physics C, v.11, n.7, p.1283 - 1296, 2000.

• Idiart, M. A. P., E. L. De Santa Helena. Helping Supervised Learning With An Educated Teacher. Physica A, v.257, p.395 - 400, 1998.

• Idiart, M. A. P., E. L. De Santa Helena.  Optimal Supervised Learning With Two Teachers. Physica A, v.253, p.333 - 346, 1998.

• Idiart, M. A. P.  Second-Hand Supervised Learning In Hebbian Perceptrons. Network : Computation in Neural Systems, v.8, p.453 - 463, 1997.

• Jensen, O., Idiart, M. A. P., Lisman, J. Physiologically Realistic Formation Of Autoassociative Memory In Networks With Theta/Gamma Oscillations: Role Of Fast Nmda Channels. Learning and memory, v.3, p.243 - 256, 1996.

•  Lisman, J. E., Idiart, M. A. P. A Mechanism For Storing 7+-2 Short-Term Memories In Oscillatory Subcycles. Science, v.267, p.1512 - 1515, 1995.

• Idiart, M. A. P., Berk, B., Abbott, L. F.  Reduced Representation By Neural Networks With Restricted Receptive Fields. Neural Computation, v.7, p.507 - 517, 1995. 

• Blum, K. I., Idiart, M. A. P. A Theoretical Framework For Quantal Analysis And Its Applications To Long Term Potentiation. Journal of Neurophysiology, v.72, p.1395 - 1401, 1994.

• Idiart, M. A. P., Abbott, L. F. Propagation Of Excitations In Neural Networks Models. Network - Computation in neural systems, v.4, p.285 - 294, 1993.

• Idiart, M. A. P., Theumann, A. Neural Networks With Hierarquical Clustering Near Saturation. Journal of Physics A: Math. Gen., v.25, p.779 - 795, 1992.

• Idiart, M. A. P., Theumann, A. The Space Of Interactions In Neural Networks With Hierarchical Cluster Organization. Journal of Physics A: Math. Gen., v.25, p.5911 - 5918, 1992.

• Idiart, M. A. P., Theumann, A.  Retrieval Properties In Neural Networks With Hierarchical Clustering. Journal of Physics A: Math. Gen., v.24, p.649 - 658, 1991.

• Theumann, A., Idiart, M. A. P. Self-Consistent Localization Theory In Magnetic Fields And The Upper Critical Field Of Disordered Journal of Physics: Condens. Matter, v.3, p.3765 - 3775, 1991.

Current and Former Students

• Ana Cláudia Soares Pereira

• Bruno Gomes Tavares dos Santos

• Edson Prestes e Silva Junior

• Enver Miguel Oruro Puma

• Felipe Fagundes Paula

• Filipe Ronald Noal Souza

• Gabriel Giovanaz

• Gustavo Duarte Soroka

• Karla Fedrizzi Machado

• Jader Peres da Silva

• Licurgo de Almeida

• Lucas Peixoto Hoff

• Marcelo Trevisan

• Marcelo Porto Becker

• Mario Lúcio Mesquita Machado

• Nathália Mariath Cristimann

• Robson Kalata Nazareth.

• Roger Moreira da Silva

• Samoel Renan Mello da Silva