Artificial Intelligence
Building intelligent machines that complement human reasoning and extend what people can do.
Project
Reinforcement Learning for Machine Learning
Reinforcement learning (RL) has achieved great success in video and board games. In this project, we aim at boosting machine learning algorithms and systems by leveraging reinforcement learning techniques. We focus the following aspects. First,…
Project
Reinforcement Learning for Internet Applications
Reinforcement learning (RL) has achieved great success in video and board games, in which RL can make improvement through (almost) infinite self-play. However, different from games, in real-world applications, self-play is either impossible or costly.…
Project
Mechanism Design For Complex Systems
We are living in and interacting with many complex systems nowadays, including the advertising system, cloud system, large scale machine learning system, and multitenancy big data system. There are multiple kinds of players with different…
Publication