Search Results for author: Christiano Coletto Christakou

Found 2 papers, 1 papers with code

Curriculum Learning for Cumulative Return Maximization

1 code implementation13 Jun 2019 Francesco Foglino, Christiano Coletto Christakou, Ricardo Luna Gutierrez, Matteo Leonetti

We propose a task sequencing algorithm maximizing the cumulative return, that is, the return obtained by the agent across all the learning episodes.

Combinatorial Optimization Transfer Learning

An Optimization Framework for Task Sequencing in Curriculum Learning

no code implementations31 Jan 2019 Francesco Foglino, Christiano Coletto Christakou, Matteo Leonetti

In reinforcement learning, all previous task sequencing methods have shaped exploration with the objective of reducing the time to reach a given performance level.

reinforcement-learning Reinforcement Learning (RL)

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