2023
GEQ: Gaussian Kernel Inspired Equilibrium Models
Mingjie Li, Yisen Wang, ZhouchenLin; NeurIPS 2023pdf
Pareto Adversarial Robustness: Balancing Spatial Robustness and Sensitivity-based Robustness
Ke Sun, Mingjie Li, Zhouchen Lin; SCIENCE CHINA Information Sciences 2023pdf
Unbiased Stochastic Proximal Solver for Graph Neural Networks with Equilibrium States
Mingjie Li, Yifei Wang, Yisen Wang, Zhouchen Lin; ICLR 2023pdf
2022
G^2CN: Graph Gaussian Convolution Networks with Concentrated Graph Filters
Mingjie Li, Xiaojun Guo, Yifei Wang, Yisen Wang, Zhouchen Lin; ICML 2022pdf code
Cerdeq: Certifiable deep equilibrium model
Mingjie Li, Yisen Wang, ZhouchenLin; ICML 2022pdf
Optimization inspired multi-branch equilibrium models
Mingjie Li, Yisen Wang, Xingyu Xie, Zhouchen Lin; ICLR 2022pdf
2020
Implicit euler skip connections: Enhancing adversarial robustness via numerical stability
Mingjie Li, Lingshen He, Zhouchen Lin ICML 2020pdf code
2018
Deep Convolutional Neural Networks with Merge-and-Run Mappings
Liming Zhao, Mingjie Li, Depu Meng, Xi Li, Zhaoxiang Zhang, Yueting Zhuang, Zhuowen Tu, Jingdong Wang IJCAI 2018pdf
Igcv3: Interleaved low-rank group convolutions for efficient deep neural networks
Ke Sun, Mingjie Li, Dong Liu, Jingdong Wang BMVC 2018pdf
