Search Results for author: Alex Coninx

Found 4 papers, 1 papers with code

Random Actions vs Random Policies: Bootstrapping Model-Based Direct Policy Search

no code implementations21 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.

Automatic Acquisition of a Repertoire of Diverse Grasping Trajectories through Behavior Shaping and Novelty Search

no code implementations17 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.

Object

Exploratory State Representation Learning

1 code implementation28 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.

Efficient Exploration Reinforcement Learning (RL) +1

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