2 code implementations • 21 Apr 2023 • Juarez Monteiro, Nathan Gavenski, Felipe Meneguzzi, Rodrigo C. Barros
We address this limitation by incorporating a discriminator into the original framework, offering two key advantages and directly solving a learning problem previous work had.
no code implementations • 10 Nov 2022 • Otávio Parraga, Martin D. More, Christian M. Oliveira, Nathan S. Gavenski, Lucas S. Kupssinskü, Adilson Medronha, Luis V. Moura, Gabriel S. Simões, Rodrigo C. Barros
In this survey paper, we provide an in-depth overview of the main debiasing methods for fairness-aware neural networks in the context of vision and language research.
no code implementations • 16 Sep 2020 • Márcio P. Basgalupp, Rodrigo C. Barros, Alex G. C. de Sá, Gisele L. Pappa, Rafael G. Mantovani, André C. P. L. F. de Carvalho, Alex A. Freitas
Auto-WEKA combines algorithm selection and hyper-parameter optimisation to recommend classification algorithms from multiple paradigms.
2 code implementations • 13 Aug 2020 • Nathan Gavenski, Juarez Monteiro, Roger Granada, Felipe Meneguzzi, Rodrigo C. Barros
Behavioral cloning is an imitation learning technique that teaches an agent how to behave through expert demonstrations.
no code implementations • 28 Apr 2020 • Roger Granada, Ramon Fraga Pereira, Juarez Monteiro, Leonardo Amado, Rodrigo C. Barros, Duncan Ruiz, Felipe Meneguzzi
Computer-based assistants have recently attracted much interest due to its applicability to ambient assisted living.
no code implementations • 12 Feb 2020 • Camila Kolling, Jônatas Wehrmann, Rodrigo C. Barros
Our major contribution is to identify core components for training VQA models so as to maximize their predictive performance.
1 code implementation • 3 Sep 2019 • Eduardo H. P. Pooch, Pedro L. Ballester, Rodrigo C. Barros
While deep learning models become more widespread, their ability to handle unseen data and generalize for any scenario is yet to be challenged.
no code implementations • 13 May 2019 • João Paulo Aires, Roger Granada, Juarez Monteiro, Rodrigo C. Barros, Felipe Meneguzzi
While most social norms are informal, they are often formalized by companies in contracts to regulate trades of goods and services.
1 code implementation • 14 Nov 2018 • Christian S. Perone, Pedro Ballester, Rodrigo C. Barros, Julien Cohen-Adad
Recent advances in deep learning methods have come to define the state-of-the-art for many medical imaging applications, surpassing even human judgment in several tasks.
no code implementations • CVPR 2018 • Jônatas Wehrmann, Rodrigo C. Barros
This paper provides a very simple yet effective character-level architecture for learning bidirectional retrieval models.
no code implementations • 3 Jun 2017 • Jônatas Wehrmann, Anderson Mattjie, Rodrigo C. Barros
With the novel and fast advances in the area of deep neural networks, several challenging image-based tasks have been recently approached by researchers in pattern recognition and computer vision.