| 2023 | ICML | Not All Semantics are Created Equal: Contrastive Self-supervised Learning with Automatic Temperature Individualization. | Zi-Hao Qiu, Quanqi Hu, Zhuoning Yuan, Denny Zhou, Lijun Zhang, Tianbao Yang |
| 2023 | KDD | LibAUC: A Deep Learning Library for X-Risk Optimization. | Zhuoning Yuan, Dixian Zhu, Zi-Hao Qiu, Gang Li, Xuanhui Wang, Tianbao Yang |
| 2022 | ICLR | Compositional Training for End-to-End Deep AUC Maximization. | Zhuoning Yuan, Zhishuai Guo, Nitesh V. Chawla, Tianbao Yang |
| 2022 | ICML | Provable Stochastic Optimization for Global Contrastive Learning: Small Batch Does Not Harm Performance. | Zhuoning Yuan, Yuexin Wu, Zi-Hao Qiu, Xianzhi Du, Lijun Zhang, Denny Zhou, Tianbao Yang |
| 2021 | ICCV | Large-scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification. | Zhuoning Yuan, Yan Yan, Milan Sonka, Tianbao Yang |
| 2021 | ICML | Federated Deep AUC Maximization for Hetergeneous Data with a Constant Communication Complexity. | Zhuoning Yuan, Zhishuai Guo, Yi Xu, Yiming Ying, Tianbao Yang |
| 2020 | ECCV | Accelerating Deep Learning with Millions of Classes. | Zhuoning Yuan, Zhishuai Guo, Xiaotian Yu, Xiaoyu Wang, Tianbao Yang |
| 2020 | ICLR | Stochastic AUC Maximization with Deep Neural Networks. | Mingrui Liu, Zhuoning Yuan, Yiming Ying, Tianbao Yang |
| 2020 | ICML | Communication-Efficient Distributed Stochastic AUC Maximization with Deep Neural Networks. | Zhishuai Guo, Mingrui Liu, Zhuoning Yuan, Li Shen, Wei Liu, Tianbao Yang |
| 2019 | ICLR | Universal Stagewise Learning for Non-Convex Problems with Convergence on Averaged Solutions. | Zaiyi Chen, Zhuoning Yuan, Jinfeng Yi, Bowen Zhou, Enhong Chen, Tianbao Yang |
| 2019 | IJCAI | On the Convergence of (Stochastic) Gradient Descent with Extrapolation for Non-Convex Minimization. | Yi Xu, Zhuoning Yuan, Sen Yang, Rong Jin, Tianbao Yang |
| 2018 | KDD | Hetero-ConvLSTM: A Deep Learning Approach to Traffic Accident Prediction on Heterogeneous Spatio-Temporal Data. | Zhuoning Yuan, Xun Zhou, Tianbao Yang |