[CompNeuro] 18.5., 11:00 - Pablo Lanillos: Neuroscience-inspired Generative Models of Active Perception
Matej Hoffmann
matej.hoffmann at fel.cvut.cz
Sat May 6 12:56:02 CEST 2023
Dear colleagues,
let me invite you to this seminar:
http://cyber.felk.cvut.cz/seminars/?event=1574
Best regards,
Matej Hoffmann
Neuroscience-inspired Generative Models of Active Perception
On 2023-05-18 11:00:00 at G205, Karlovo náměstí 13, Praha 2
Traditional robotics research has focused on precision, i.e. performing
a repetitive task as accurately as possible. This has resulted in very
reliable machines but with difficulties when adapting to changes in the
environment. Conversely, biological intelligence, understood as
adaptation, has endorsed reactive mechanisms that deal with unexpected
circumstances to maintain their optimal state for survival.
Accidentally, these functionalities have evolved into the backdrop of
natural intelligence. How can we achieve natural intelligence without
paying attention to these basic mechanisms of perception and control?
Taking as inspiration how the brain may process sensory information and
generate control actions, my laboratory focus on developing artificial
intelligence for robotics that endorses adaptation Thus, in the long
term, we want to provide robots with human-like body perception and
action. In this talk, I will summarize the state-of-the-art of Active
Inference in robotics through examples (e.g., humanoid control,
multidrone navigation), where it is explicit that understanding human
perception yields novel research directions that improve current
robotics and AI. I will end with some new applications that we are
pursuing in recently started projects, such as Metatool and
Spikeference, that will make the imagination fly into the future.
Reference: Active Inference in Robotics and Artificial Agents: Survey
and Challenges. https://arxiv.org/abs/2112.01871
--
Matej Hoffmann, PhD
Associate Professor
Department of Cybernetics
Faculty of Electrical Engineering
Czech Technical University in Prague
Karlovo namesti 13
121 35 Praha 2, Czech Republic
https://sites.google.com/site/matejhof/home
https://cyber.felk.cvut.cz/research/groups-teams/humanoids/
+420 224 357 387
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