Vincent Graziano
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IDSIA
Galleria 2
6928 Manno-Lugano
Switzerland
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Research Interests
I am interested in unsupervised learning techniques and the coupling
of unsupervised with reinforcement learning with the goal of
designing systems that can learn in the real-world.
Current projects include: a recurrent version of SOM that works
with on-line RL, a modular RL
system, and a category-theoretic formulation of MDPs.
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Publications
- Vincent Graziano, Jan Koutnik, Juergen Schmidhuber
(2011).
Unsupervised Modeling of Partially Observable Environments.
To Appear in Proceedings of the European Conference on Machine Learning
(ECML-11, Athens, Greece).
- Matt Luciw, Vincent Graziano, Mark Ring, Juergen
Schmidhuber (2011).
Artificial Curiosity with Planning for Autonomous Perceptual
and Cognitive Development.
To Appear in International Conference on Development and
Learning (ICDL, Frankfurt, Germany).
- Linus Gisslen, Vincent Graziano, Matt Luciw, Juergen
Schmidhuber (2011).
Sequential Constant Size Compressors for Reinforcement
To Appear in Proceedings of the Artificial General
Intelligence (AGI, Mountainview, CA).
- Tom Schaul, Leo Pape, Tobias Glasmachers, Vincent
Graziano, Juergen Schmidhuber (2011).
Coherence Progress: A Measure of Interestingness Based on Fixed Compressors.
To Appear in Proceedings of the Artificial General
Intelligence (AGI, Mountainview, CA).
- Vincent Graziano, Tobias Glasmachers, Tom Schaul, Leo
Pape, Giuseppe Cuccu, Juergen Leitner, Juergen Schmidhuber
(2011).
Artificial Curiosity for Autonomous Space Exploration.
To Appear in ACTA Futura
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