Domingo Esteban

Post Doc
Postdoctoral Researcher - Robot Learning

Contacts

Via Morego, 30, 16163, Genova, Italy

Social profiles

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About

I am a postdoctoral researcher in Robot Learning carrying out my research activities in the Dynamic Legged Systems Lab at the Italian Institute of Technology (IIT).

My goal is to endow robots with the ability to autonomously acquire motor skills through a better use of the data obtained from its interaction with the world. My research is mainly supported by the design and application of (deep) reinforcement learning, optimal control and supervised/unsupervised learning techniques.

Interests

Robot Learning Reinforcement Learning Deep Reinforcement Learning Optimal Control

IIT Publications

  • 2020
  • Esteban D.iit, Villarreal O., Fahmi S., Semini C.iit, Barasuol V.iit

    On the Influence of Body Velocity in Foothold Adaptation for Dynamic Legged Locomotion via CNNs

    International Conference on Climbing and Walking Robots and Support Technologies for Mobile Machines (CLAWAR)
  • 2019
  • Esteban D.iit, Rozo L., Caldwell D. G.iit

    Hierarchical Reinforcement Learning for Concurrent Discovery of Compound and Composable Policies

    IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
  • Esteban D.

    Indirect Methods for Robot Skill Learning

    PhD Thesis
  • 2018
  • Esteban D.iit, Rozo L., Caldwell D. G.iit

    Learning Deep Robot Controllers by Exploiting Successful and Failed Executions

    IEEE-RAS International Conference on Humanoid Robots (Humanoids)
  • 2017
  • Delhaisse B.iit, Esteban D.iit, Rozo L.iit, Caldwell D.G.iit
    DOI

    Transfer Learning of Shared Latent Space between Robots with Similar Kinematics Structure

    International Joint Conference on Neural Networks (IJCNN)
  • 2014
  • Martinez S., Esteban D., Jardon A., Balaguer C.
    DOI

    Anticipative humanoid postural control system for locomotive tasks

    IEEE-RAS International Conference on Humanoid Robots, vol. 2015-February, pp. 146-151