Deep Reinforcement Learning papernotes

New Hierarchical-Learning section here.

2017-05

• Curiosity-driven Exploration by Self-supervised Prediction [arXiv]

2017-03

• Surprised-Based Intrinsic Motivation for Deep Reinforcement Learning[arXiv]
• Virtual-to-real Deep Reinforcement Learning: Continuous Control of Mobile Robots for Mapless Navigation [arXiv]

2017-02

• Neural Map : Structured Memory for Deep Reinforcement Learning [arXiv]

2017-01

• Deep Recurrent Q-Learning for Partially Observable MDPs [arXiv]

2016-12

• Playing Doom with SLAM-Augmented Deep Reinforcement Learning [arXiv]
• Learning to predict where to look in interactive environments using deep recurrent q-learning [arXiv]

2016-11

• Deep Reinforcement Learning for Robotic Manipulation with Asynchronous Off-Policy Updates[arXiv]
• Reinforcement Learning with Unsupervised Auxiliary Tasks [arXiv]
• Learning to Navigate in Complex Environments [arXiv]
• Learning to reinforcement learn [arXiv]

2016-10

• Hybrid computing using a neural network with dynamic external memory [nature]
• A Deep Hierarchical Approach to Lifelong Learning in Minecraft [arXiv]
• Towards Cognitive Exploration through Deep Reinforcement Learning for Mobile Robots [arXiv]

2016-09

• Target-driven Visual Navigation in Indoor Scenes using Deep Reinforcement Learning [arXiv]
• Playing FPS Games with Deep Reinforcement Learning [arXiv]

2016-08

• Learning Hand-Eye Coordination for Robotic Grasping with Deep Learning and Large-Scale Data Collection [arXiv]

2016-05

• Hierarchical Deep Reinforcement Learning: Integrating Temporal Abstraction and Intrinsic Motivation [arXiv]
• Value Iteration Networks [arXiv]

2016-04

• End-to-End Training of Deep Visuomotor Policies [arXiv]

2016-02

• Prioritized Experience Replay [arXiv]
• Asynchronous Methods for Deep Reinforcement Learning [arXiv]
• Continuous control with deep reinforcement learning [arXiv]
• Graying the black box: Understanding DQNs [arXiv]

2015-12

• Deep Reinforcement Learning with Double Q-learning [arXiv]
• Deep Attention Recurrent Q-Network [arXiv]

2015-11

• Towards Vision-Based Deep Reinforcement Learning for Robotic Motion Control [arXiv]

2015-02

• Human-level control through deep reinforcement learning [nature]