1 code implementation • 19 Mar 2024 • Zhongze Cai, Shang Liu, Hanzhao Wang, Huaiyang Zhong, Xiaocheng Li
We consider the trade-off between model distortion and detection ability and formulate it as a constrained optimization problem based on the green-red algorithm of Kirchenbauer et al. (2023a).
no code implementations • 28 Sep 2023 • Gengyin Liu, Huaiyang Zhong
As climate change intensifies, the urgency for accurate global-scale disaster predictions grows.
no code implementations • 15 Nov 2017 • Huaiyang Zhong, Xiaocheng Li, David Lobell, Stefano Ermon, Margaret L. Brandeau
Eradicating hunger and malnutrition is a key development goal of the 21st century.
no code implementations • 15 Nov 2017 • Xiaocheng Li, Huaiyang Zhong, Margaret L. Brandeau
In this paperwe consider the problem of optimizing the quantiles of the cumulative rewards of a Markov decision process(MDP), which we refer to as a quantile Markov decision process (QMDP).