Shan Wu

From Paraphrasing to Semantic Parsing: Unsupervised Semantic Parsing via Synchronous Semantic Decoding

2021

Shan Wu, Bo Chen, Chunlei Xin, Xianpei Han, Le Sun, Weipeng Zhang, Jiansong Chen, Fan Yang, Xunliang Cai. Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint …

Exploring Amplified Heterogeneity Arising From Heavy-Tailed Distributions in Federated Learning

2024 · IEEE Transactions on Mobile Computing

Federated Learning (FL) has emerged as a privacy-preserving paradigm enabling collaborative model training among distributed clients. However, current FL methods operate under the closed-world assumption, i.e., all local training data originates from a global labeled …