Peter Auer

Autonomous exploration for navigating in non-stationary CMPs

2019 · arXiv (Cornell University)

We consider a setting in which the objective is to learn to navigate in a controlled Markov process (CMP) where transition probabilities may abruptly change. For this setting, we propose a performance measure called exploration …