T Wang, V Dhiman, N Atanasov - Autonomous Robots, 2023 - Springer
This paper focuses on inverse reinforcement learning for autonomous navigation using
distance and semantic category observations. The objective is to infer a cost function that …

Learning navigation costs from demonstrations with semantic observations

T Wang, V Dhiman, N Atanasov - Learning for Dynamics …, 2020 - proceedings.mlr.press
This paper focuses on inverse reinforcement learning (IRL) for autonomous robot navigation
using semantic observations. The objective is to infer a cost function that explains …

WFA-IRL: Inverse reinforcement learning of autonomous behaviors encoded as weighted finite automata

T Wang, N Atanasov - … on Intelligent Robots and Systems (IROS …, 2022 - ieeexplore.ieee.org
This paper presents a method for learning logical task specifications and cost functions from
demonstrations. Constructing specifications by hand is challenging for complex objectives …

[PDF][PDF] Learning Navigation Costs from Demonstrations with Semantic Observations, Learning for Dynamics and Control

T Wang - Proceedings of the 2nd Conference on Learning for …, 2020 - par.nsf.gov
This paper focuses on inverse reinforcement learning (IRL) for autonomous robot navigation
using semantic observations. The objective is to infer a cost function that explains …