2 papers
stat.ML2024
Survey of Data-driven Newsvendor: Unified Analysis and Spectrum of Achievable Regrets
Zhuoxin Chen, Will Ma
In the Newsvendor problem, the goal is to guess the number that will be drawn from some distribution, with asymmetric consequences for guessing too high vs. too low. In the data-dr…
cs.LG2024
Decoupled Federated Learning on Long-Tailed and Non-IID data with Feature Statistics
Zhuoxin Chen, Zhenyu Wu, Yang Ji
Federated learning is designed to enhance data security and privacy, but faces challenges when dealing with heterogeneous data in long-tailed and non-IID distributions. This paper…