Georgios Tzannetos

I am a Doctoral student at the Max Planck Institute for Software Systems under the supervision of Dr. Adish Singla. I am interested in making Reinforcement Learning agents train more efficiently with fewer interactions with their environment. We get inspired by human learning and we design curriculum strategies that help agents learn faster. I hold a M.Sc degree from the Technical University of Munich and an M.Eng degree from the National Technical University of Athens. For more updated news you can check my personal website or follow me on Twitter.

Publications


Pre-prints

Learning Embeddings for Sequential Tasks Using Population of Agents
M Mahajan, G Tzannetos, G Radanovic, A Singla
[arxiv] [pdf] [code]
Neural Task Synthesis for Visual Programming
V Padurean, G Tzannetos, A Singla
[arxiv] [pdf]

2023

Proximal Curriculum for Reinforcement Learning Agents
Transactions on Machine Learning Research, April 2023.
G Tzannetos, BG Ribeiro, P Kamalaruban, A Singla
[arxiv] [pdf] [code]