Neuronale Informationsverarbeitung

Guo, Rong, Dr. rer. nat.

Raum: MAR5045
Tel: 314-73310
Fax: 314-73121
Email: rong.guo(at)tu-berlin


Sekretariat MAR 5-6
Marchstr. 23
D-10587 Berlin


Sprechzeiten: nach Vereinbarung per E-Mail 


Forschungsinteressen:

  • Reinforcement learning (deep and safe)
  • Human decision making under uncertainty (Model-based fMRI, Psychophysics, Neuroeconomics)
  • Hierarchical Bayesian modeling

   

   

Abschlussarbeiten

Available thesis topics:

  • Safe Exploration in Deep Reinforcement Learning
  • Risk-Sensitive Reinforcement Learning in AI Safety Gridworlds
  • Safe-constrained Transfer Learning
  • Safe Reinforcement Learning via Curriculum Induction
  • Safe Reinforcement Learning via Ensemble Learning

 

Supervised Theses

2021MasterarbeitKateryna YasynskaRisk-sensitive reinforcement learning in decision making
    
2020BachelorarbeitJulien LookComparing Synchronous and Asynchronous Reinforcement Learning
    
2019MasterarbeitNikolas HöftRisk-sensitive Partially Observable Markov Decision Process: Modelling Human Choice under Perceptual Uncertainty
    
2018MasterarbeitKwangjun LeeHierarchical Drift-Diffusion Model on reward-based two-choice decision making process under perceptual and economic uncertainty

Lebenslauf

seit 05.2015NI, TU-BerlinPostdoc
06.2013–05.2015NI, TU-BerlinWissenschaftliche Mitarbeiterin
11.2011–05.2015Bernstein Center for Computational Neuroscience Berlin (BCCN)Ph.D Training (Sensory Computation in Neural Systems)
05.2013–12.2014Institute of Systems Neuroscience, University Medical Center Hamburg-EppendorfExchange Ph.D, supervised by Dr. Jan Gläscher
09.2004–04.2011Northwestern Polytechnical UniversityMaster of Engineering (Electrical Engineering)