AI Paper English F.o.R.

人工知能(AI)に関する論文を英語リーディング教本のFrame of Reference(F.o.R.)を使いこなして読むブログです。

DQN

DQN | Abstract 第4文

DQN

We find that it outperforms all previous approaches on six of the games and surpasses a human expert on three of them. Volodymyr Mnih, et al., "Playing Atari with Deep Reinforcement Learning" https://arxiv.org/abs/1312.5602 強化学習にディ…

DQN | Abstract 第3文

DQN

We apply our method to seven Atari 2600 games from the Arcade Learning Environment, with no adjustment of the architecture or learning algorithm. Volodymyr Mnih, et al., "Playing Atari with Deep Reinforcement Learning" https://arxiv.org/ab…

DQN | Abstract 第2文

DQN

The model is a convolutional neural network, trained with a variant of Q-learning, whose input is raw pixels and whose output is a value function estimating future rewards. Volodymyr Mnih, et al., "Playing Atari with Deep Reinforcement Lea…

DQN | Abstract 第1文

DQN

We present the first deep learning model to successfully learn control policies directly from high-dimensional sensory input using reinforcement learning. Volodymyr Mnih, et al., "Playing Atari with Deep Reinforcement Learning" https://arx…