Zaměstnanci ÚTIA se již 10 let účastní výzvy Do práce na kole. Tato výzva probíhá vždy v květnu a spočívá v tom, dopravovat se do práce co nejvíce bezmotorovým způsobem - tedy nejen na kole, ale i pěšky, během, nebo třeba na koloběžce.
V letošním roce se nás k výzvě připojil rekordní počet - celkem 16 kolegů. Nejzdatnější z nich, který dojíždí na kole od Říčan, už od začátku května najezdil téměř 500km. Všichni dohromady zvládli dosáhnout 82% pravidelnosti.
Marko Ruman složil státní doktorskou zkoušku s vyznamenáním (obor: Matematické inženýrství, FJFI ČVUT) a úspešně představil teze své práce na téma "Transfer Learning in Reinforcement Learning".
The research studies optimal decision-making with the focus on preferences quantified for fully probabilistic design (FPD). FPD models the closed DM loop and the agent’s preferences by joint probability densities (pds). There is a preference-elicitation (PE) principle, which maps the agent’s model of the state transitions and its incompletely expressed wishes on an ideal pd quantifying them. This research also studies preferences targeting actions and contradicting preferences.
Deep reinforcement learning has shown an ability to achieve super-human performance in solving complex reinforcement learning tasks only from raw-pixels. However, it fails to reuse knowledge from previously learnt tasks to solve new, unseen ones. To generalize and reuse knowledge is one of the fundamental requirements for creating a truly intelligent agent. The work summarizes the problem of transfer learning in reinforcement learning tasks and offers a method for one-to-one task transfer learning.
Department of Adaptive Systems, Institute of Information Theory and Automation, Czech Academy of Sciences is looking for researchers/postdocs/PhD students in one of the areas: • - Cybernetics • - Artificial intelligence • - Informatics • - Applied mathematics • - Control theory • - other related fields
Good professional knowledge of English is essential, no knowledge of Czech is needed.
If you are interested please contact Mrs Neuner neuner@utia.cas.cz for further details. Those who have started PhD in Ukraine are also welcome.
The Winter School of the Department of Decision-Making Theory is a popular meeting of students and researchers from the department and collaborating researchers from several Czech institutions as well as guests from abroad. This year, it is organized by M. Studený, J.Vomlel, and J.Outrata. The scientific program covers the research interests of the department MTR UTIA and of our invited guests.