Renzhe Xu

Deep Stable Learning for Out-Of-Distribution Generalization

Xingxuan Zhang, Peng Cui, Renzhe Xu et al. · 2021 · 254 citations

Natural Language Processing, Structured Prediction, Deep Neural Networks +14

Towards Out-Of-Distribution Generalization: A Survey

Yue He, Xingxuan Zhang, Renzhe Xu et al. · arXiv (Cornell University) · 2021 · 233 citations · Full text

Engineering, Machine Learning, Data Science +16

NICO++: Towards Better Benchmarking for Domain Generalization

Xingxuan Zhang, Yue He, Renzhe Xu et al. · 2023 · 52 citations

Artificial Intelligence, Engineering, Machine Learning +17

Towards Unsupervised Domain Generalization

Xingxuan Zhang, Linjun Zhou, Renzhe Xu et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 41 citations

Artificial Intelligence, Structured Prediction, Llm Fine-tuning +20

Gradient Norm Aware Minimization Seeks First-Order Flatness and Improves Generalization

Xingxuan Zhang, Renzhe Xu, Yu Han et al. · 2023 · 35 citations

Mathematical Programming, Model Optimization, Engineering +15