Search Results for author: Ahmed Akakzia

Found 7 papers, 3 papers with code

Delayed Geometric Discounts: An Alternative Criterion for Reinforcement Learning

no code implementations26 Sep 2022 Firas Jarboui, Ahmed Akakzia

The endeavor of artificial intelligence (AI) is to design autonomous agents capable of achieving complex tasks.

reinforcement-learning Reinforcement Learning (RL)

Learning Object-Centered Autotelic Behaviors with Graph Neural Networks

1 code implementation11 Apr 2022 Ahmed Akakzia, Olivier Sigaud

However, these capabilities are highly constrained by their policy and goal space representations.

Object

Help Me Explore: Minimal Social Interventions for Graph-Based Autotelic Agents

1 code implementation10 Feb 2022 Ahmed Akakzia, Olivier Serris, Olivier Sigaud, Cédric Colas

In the quest for autonomous agents learning open-ended repertoires of skills, most works take a Piagetian perspective: learning trajectories are the results of interactions between developmental agents and their physical environment.

Towards Teachable Autotelic Agents

no code implementations25 May 2021 Olivier Sigaud, Ahmed Akakzia, Hugo Caselles-Dupré, Cédric Colas, Pierre-Yves Oudeyer, Mohamed Chetouani

In the field of Artificial Intelligence, these extremes respectively map to autonomous agents learning from their own signals and interactive learning agents fully taught by their teachers.

Grounding Language to Autonomously-Acquired Skills via Goal Generation

1 code implementation ICLR 2021 Ahmed Akakzia, Cédric Colas, Pierre-Yves Oudeyer, Mohamed Chetouani, Olivier Sigaud

In a second stage (L -> G), it trains a language-conditioned goal generator to generate semantic goals that match the constraints expressed in language-based inputs.

Language Acquisition

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