Hirohisa Watanabe

An FPGA-Based On-Device Reinforcement Learning Approach using Online Sequential Learning

2020 · arXiv (Cornell University)

DQN (Deep Q-Network) is a method to perform Q-learning for reinforcement learning using deep neural networks. DQNs require a large buffer and batch processing for an experience replay and rely on a backpropagation based iterative …