Xinyi Shang

Federated Learning on Heterogeneous and Long-Tailed Data via Classifier Re-Training with Federated Features

Xinyi Shang, Yang Lu, Gang Huang et al. · Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence · 2022 · 84 citations · Full text

Artificial Intelligence, Privacy Protection, Engineering +20

No Fear of Classifier Biases: Neural Collapse Inspired Federated Learning with Synthetic and Fixed Classifier

Zexi Li, Xinyi Shang, Rui He et al. · 2023 · 52 citations

Artificial Intelligence, Few-shot Learning, Classifier Calibration +17

FEDIC: Federated Learning on Non-IID and Long-Tailed Data via Calibrated Distillation

Xinyi Shang, Yang Lu, Yiu‐ming Cheung et al. · 2022 IEEE International Conference on Multimedia and Expo (ICME) · 2022 · 41 citations

Artificial Intelligence, Engineering, Machine Learning +15

Greenland Ice Sheet Daily Surface Melt Flux Observed From Space

Lei Zheng, Xiao Cheng, Xinyi Shang et al. · Geophysical Research Letters · 2022 · 22 citations · Full text

Glacier, Engineering, Climate Modeling +20

Revisiting Weighted Aggregation in Federated Learning with Neural Networks

Zexi Li, Tao Lin, Xinyi Shang et al. · arXiv (Cornell University) · 2023 · 19 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +14