Xinyi Sheng
Doctoral Researcher
Doctoral Researcher
T410 Dept. Electrical Engineering and Automation
Full researcher profile
https://research.aalto.fi/...
E-post
xinyi.sheng@aalto.fi
Telefonnummer
+358504010556
Forskningsgrupp
- Cyber-physical Systems, Doctoral Researcher
Publikationer
Ergodicity in reinforcement learning
Dominik Baumann, Erfaun Noorani, Arsenii Mustafin, Xinyi Sheng, Bert Verbruggen, Arne Vanhoyweghen, Vincent Ginis, Thomas B. Schön
2026
Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences
Beyond expected value: geometric mean optimization for long-term policy performance in reinforcement learning
Xinyi Sheng, Dominik Baumann
2026
2025 IEEE 64th Conference on Decision and Control, CDC 2025
Geometry-Inspired Unified Framework for Discounted and Average Reward MDPs
Arsenii Mustafin, Xinyi Sheng, Dominik Baumann
2025
arXiv.org