← Search

Denis Teplyashin

2 accepted papers

2021

Representation Matters: Improving Perception and Exploration for Robotics

ICRA 2021poster

Projecting high-dimensional environment observations into lower-dimensional structured representations can considerably improve data-efficiency for reinforcement learning in domains with limited data such as robotics. Can a single generally useful representation be found? In order to answer this que…

Cited by 17SourceScholar
2018

Learning to Navigate in Cities Without a Map

NeurIPS 2018poster

Navigating through unstructured environments is a basic capability of intelligent creatures, and thus is of fundamental interest in the study and development of artificial intelligence. Long-range navigation is a complex cognitive task that relies on developing an internal representation of space, g…