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![A view of a park with an agent walking along a trail. Sources of exogenous noise surround the agent, including ducks gliding on a pond, people in the background, and reflections on the water.](https://www.microsoft.com/en-us/research/uploads/prod/2022/04/1400x788_Exo_MDP_still-480x280.jpg)
Microsoft Research Blog
PPE: A fast and provably efficient RL algorithm for exogenous noise
| Dipendra Misra and Yonathan Efroni
Picture a person walking in a park by a pond. The surrounding environment contains a number of moving objects that change the quality of the environment: clouds moving to hide the sun, altering the quality of light; ducks gliding across…
![A lightbulb-shaped image, set against a background that represents computer circuitry, is divided into seven sections, with a small research-related icon in each section. Moving clockwise from upper right to upper left, the seven icons are a set of scales, a padlock, a badge, two hands clasped in a handshake, a human brain, a group of three people, and a human eye.](https://www.microsoft.com/en-us/research/uploads/prod/2022/06/1400x788_ICLR_no_logo_still_V2-480x280.jpg)
Microsoft Research Blog
ICLR 2022 highlights from Microsoft Research Asia: Expanding the horizon of machine learning techniques and applications
| Shun Zheng, Jiang Bian, Tie-Yan Liu, Li Zhao, Tao Qin, Yue Wang, Dongsheng Li, Yuqing Yang, and Xufang Luo
ICLR (International Conference on Learning Representations) (opens in new tab) is recognized as one of the top conferences in the field of deep learning. Many influential papers on artificial intelligence, statistics, and data science—as well as important application fields such…