Portfolio item number 1
Short description of portfolio item number 1
Posts by Collection
portfolio
Portfolio item number 2
Short description of portfolio item number 2
publications
Balance Gate Controlled Deep Neural Network
Published in Neurocomputing, 2018
A balance gate controlled network that out-performs feed-forward neural network in various classification and regression tasks.
Recommended citation: Liu A, Laili Y. "Balance Gate Controlled Deep Neural Network." Neurocomputing. 320(2018) 183-194. https://www.sciencedirect.com/science/article/pii/S0925231218310567?via%3Dihub
Deep Reinforcement Learning with Analogous Disentangled Exploration
Published in AAMAS 2020, 2019
A novel continuous control RL algorithm that disentangle exploration and exploitation to get better performance in both dense and sparse reward tasks.
Recommended citation: Liu A, Liang Y, Van den Broeck G. "Deep Reinforcement Learning with Analogous Disentangled Exploration." International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS) 2020.
Watch the Unobserved: A Simple Approach to Parallelizing Monte Carlo Tree Search (Oral presentation)
Published in ICLR 2020, 2019
A novel parallel UCT algorithm with linear speedup and negligible performance loss.
Recommended citation: Liu A, Chen J, Yu M, Zhai Y, Zhou X, Liu J. "Watch the Unobserved: A Simple Approach to Parallelizing Monte Carlo Tree Search." International Conference on Learning Representation (ICLR), 2020. https://openreview.net/pdf?id=BJlQtJSKDB
talks
Talk 1 on Relevant Topic in Your Field
Published:
This is a description of your talk, which is a markdown files that can be all markdown-ified like any other post. Yay markdown!
Conference Proceeding talk 3 on Relevant Topic in Your Field
Published:
This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.