Tim Harley

Publications by Year

Research Areas

Reinforcement Learning in Robotics, Topic Modeling, Multimodal Machine Learning Applications, Natural Language Processing Techniques, Domain Adaptation and Few-Shot Learning

Most-Cited Works

• → Asynchronous Methods for Deep Reinforcement Learning(2016)1,690 cited
• → Hybrid computing using a neural network with dynamic external memory(2016)1,408 cited
• → IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures(2018)611 cited
• → Unsupervised Predictive Memory in a Goal-Directed Agent(2018)148 cited
• The predictron: end-to-end learning and planning(2017)
• Multiplicative Interactions and Where to Find Them(2020)
• → Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes(2016)58 cited
• → A Generalized Framework for Population Based Training(2019)49 cited
• → Imitating Interactive Intelligence(2020)43 cited