Artificial Intelligence
Building intelligent machines that complement human reasoning and extend what people can do.
Event
Microsoft at STOC 2022
Microsoft Research is proud to be a sponsor of the 54th Annual ACM Symposium on Theory of Computing (opens in new tab). STOC 2022 will be part of a 5-day TheoryFest that will feature six…
Tool
BindVAE
Source code of BindVAE paper on Variational Auto Encoders for learning binding signatures of transcription factors. https://genomebiology.biomedcentral.com/articles/10.1186/s13059-022-02723-w
Video
MIT Technology Review’s Future Compute Conference 2022
Johannes Gehrke, technical fellow and director of Microsoft Research’s Redmond lab, spoke at MIT Future Compute 2022, where IT and business leaders heard from a wide range of speakers across research and industry on the…
Project
Theoretical foundations for Offline Reinforcement Learning
MSR contributions in the space of theoretical foundation for Offline RL Globally, MSR has made some recent advances in the space of the statistical foundations of Offline RL (opens in new tab), where a central…
Project
Safe Policy Improvement with Baseline Bootstrapping
In this umbrella project, we investigate a class of conservative Offline RL algorithms that use uncertainty estimators to decide whether they can trust their prediction to optimize their policy of they would better reproduce the…
Project
Offline Reinforcement Learning Algorithms
In this page, we describe the algorithmic landscape of Offline RL and enumerate some algorithmic development efforts made by MSR in this space In a tutorial lecture (opens in new tab) on Offline RL (opens in…