no code implementations • 21 Oct 2022 • Elias Hanna, Alex Coninx, Stéphane Doncieux
This paper studies the impact of the initial data gathering method on the subsequent learning of a dynamics model.
no code implementations • 14 Oct 2022 • Johann Huber, Oumar Sane, Alex Coninx, Faiz Ben Amar, Stephane Doncieux
Robotics grasping refers to the task of making a robotic system pick an object by applying forces and torques on its surface.
no code implementations • 17 May 2022 • Aurélien Morel, Yakumo Kunimoto, Alex Coninx, Stéphane Doncieux
Grasping a particular object may require a dedicated grasping movement that may also be specific to the robot end-effector.
1 code implementation • 28 Sep 2021 • Astrid Merckling, Nicolas Perrin-Gilbert, Alex Coninx, Stéphane Doncieux
Our experimental results show that the approach leads to efficient exploration in challenging environments with image observations, and to state representations that significantly accelerate learning in RL tasks.