27 citations · 27 across the 2 of their papers we have counts for
2 papers
cs.AI2021
Planning with Expectation Models for Control
Katya Kudashkina, Yi Wan, Abhishek Naik +1
In model-based reinforcement learning (MBRL), Wan et al. (2019) showed conditions under which the environment model could produce the expectation of the next feature vector rather…
cs.AI2019★ 27 cited
Discounted Reinforcement Learning Is Not an Optimization Problem
Abhishek Naik, Roshan Shariff, Niko Yasui +2
Discounted reinforcement learning is fundamentally incompatible with function approximation for control in continuing tasks. It is not an optimization problem in its usual formulat…