Search Results for author: Alexandre Péré

Found 3 papers, 2 papers with code

Autonomous Goal Exploration using Learned Goal Spaces for Visuomotor Skill Acquisition in Robots

no code implementations10 Jun 2019 Adrien Laversanne-Finot, Alexandre Péré, Pierre-Yves Oudeyer

The automatic and efficient discovery of skills, without supervision, for long-living autonomous agents, remains a challenge of Artificial Intelligence.

Representation Learning

Curiosity Driven Exploration of Learned Disentangled Goal Spaces

1 code implementation4 Jul 2018 Adrien Laversanne-Finot, Alexandre Péré, Pierre-Yves Oudeyer

Finally, we show that the measure of learning progress, used to drive curiosity-driven exploration, can be used simultaneously to discover abstract independently controllable features of the environment.

Efficient Exploration Representation Learning

Unsupervised Learning of Goal Spaces for Intrinsically Motivated Goal Exploration

1 code implementation ICLR 2018 Alexandre Péré, Sébastien Forestier, Olivier Sigaud, Pierre-Yves Oudeyer

Intrinsically motivated goal exploration algorithms enable machines to discover repertoires of policies that produce a diversity of effects in complex environments.

Representation Learning

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