Search Results for author: Nathan Gavenski

Found 5 papers, 4 papers with code

Self-Supervised Adversarial Imitation Learning

2 code implementations21 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.

Behavioural cloning

Imitating Unknown Policies via Exploration

2 code implementations13 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.

Behavioural cloning

Attention-based 3D Object Reconstruction from a Single Image

no code implementations11 Aug 2020 Andrey Salvi, Nathan Gavenski, Eduardo Pooch, Felipe Tasoniero, Rodrigo Barros

Recently, learning-based approaches for 3D reconstruction from 2D images have gained popularity due to its modern applications, e. g., 3D printers, autonomous robots, self-driving cars, virtual reality, and augmented reality.

3D Object Reconstruction From A Single Image 3D Reconstruction +2

Augmented Behavioral Cloning from Observation

2 code implementations28 Apr 2020 Juarez Monteiro, Nathan Gavenski, Roger Granada, Felipe Meneguzzi, Rodrigo Barros

Imitation from observation is a computational technique that teaches an agent on how to mimic the behavior of an expert by observing only the sequence of states from the expert demonstrations.

Behavioural cloning

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